{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## 3.1 在三维空间中绘制向量\n"
   ],
   "id": "89d6c0e4300326e"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-07-31T14:30:02.859422Z",
     "start_time": "2025-07-31T14:30:02.263094Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from draw3d import draw3d, Points3D, Arrow3D, Segment3D, Box3D\n",
    "\n",
    "draw3d()\n",
    "\n",
    "draw3d(\n",
    "    Points3D((2, 2, 2), (1, -2, -2))\n",
    ")"
   ],
   "id": "e9afd673b03611a2",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-07-31T14:30:02.925057Z",
     "start_time": "2025-07-31T14:30:02.858448Z"
    }
   },
   "cell_type": "code",
   "source": [
    "draw3d(\n",
    "    Points3D((2, 2, 2), (1, -2, -2)),\n",
    "    Arrow3D((2, 2, 2), color='red'),\n",
    "    Arrow3D((1, -2, -2), color='red'),\n",
    "    Segment3D((2, 2, 2), (1, -2, -2))\n",
    ")"
   ],
   "id": "f43ddc3f21c7ec1e",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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BTyZhCoUCzc3NsFqtkEgk9DcN1CSMrQ0Xm/BGLiaTCUajESMjI8jIyIBYLD7tyYUjkzDBkyQKG5a6CoUCdXV1kEgkWLdu3ZQctqPOUagwXRpqYmIC9fX1VI3YbrfDZrM5ta3a7Xao1WrI5XKqnhsVFYXExESYzeaQpE9CgbmwUIQqSiUmYVlZWW4HKElq01+TsFBuhNiCKznb7XZ0dnYiMTERfD7/tHehnBtP5xyHJztdIDgXRIZh0N3dje7ubpSUlCA3N9ftTUkeQjYiIE/wRCbkgerr68PChQuRlZXl8Vr4fD7tLAKci78qlQoWiwU6nY7uctlKobCJmUzFmc1mjI6OIiUlBdHR0V5fGy4vE28DlMQkzJFcYmJi3F7XXCATTxCJRBAKhae9CyVHJiGE6+yIu/A2UDIxmUyor6+HwWDA6tWr6USzO4RrqND1+CaTCXV1dTCZTFi7di3i4uL8OqZj8VcoFEKn0yElJYVqUFksFqpBRVIoc/EhDBZ2ux2ff/45WltbYTQawTAMkpOTkZubi9zcXMybN29KO+9MeZm4RqJarRZyuRxSqRRdXV0QCoVO5EIGKOcimZAsBNnwuFNE9mQU5lpzmQvgyCREILMjhCg87TYCqZlIpVLU19cjKSkJy5Ytmzb9Q84dzshELpejrq4OSUlJbr3jA1nI+Hw+zc+TFIpcLqdtqwDoIpSUlDQrJ7nZhtFoxP79+6lMCoFMJoNMJkNNTQ14PB7S09OxdOlSlJeXA5gdk/p8Ph8SiQQSiQT5+fmw2+1QqVRQKpUYGxtDe3s7RCIREhMTw9J+zDama2f2h1wOHz6M8vJylJSUhO36/QVHJizDURLFF6VffyITu92Orq4u9Pb2oqysDPPmzfN5QQgXmTAMg56eHnR1daG0tBQ5OTmsLFqux3BMoRCfdSITMjExgY6ODohEIlrIT0pKYsVQKpBrDRU0Gg3efvttKJVKCAQCOvR63XXXYWBgAP39/ejv74dSqcTo6CjtOAImxT5HRkYwPDyMjIyMWbH7Jc0XiYmJUwYox8fHYTQacezYMafuv3D9poHA3yFkb+Ty6KOP4oYbbuDI5PuCQHxHfF3kjUYj6urqYLFYAkoZ+esD7y94PB4sFguqq6uh0WimTb0FAm/XT2RCyC6XLERyuZy6FcbExFByCdRQajYhOjoasbGxsNls2Lx5M9577z3weDyIxWKUlJTQhUetVmNgYADz5s2j7x0cHMTg4CD+85//QCQSYd68ecjNzUVOTg5SUlJmPGoBnAco4+Li0Nvbi4KCAipY2dTUNCMDlL7CZrMFVdNzJBdiiDabMbefplmEQOx0ge/SXN7SDuPj42hoaEBaWhoWLFgQ0CIY6sjEbrejpaUF8fHxqKqqmnbHGGo5FddJbovFQluQiaGURCKh5OLJ88NfhEOfzLGt/MILL6S7V8D99ySRSLBw4UKnv4uOjkZSUhJ0Oh1MJhNt5AAmO7J27NhBmyVmA4iXieMApdlspg0aXV1d0Ov1TjMuCQkJM9qgQa45WJDGBX83kOEGRyZBIhg7XcC5bdf1fXa7He3t7RgYGHDqhAoEoYpMiP6XXq9HVlYWFi9eHLJdbTDXHxERgbS0NKSlpQGA03yLY8sqIRdPXUUzCYvFgk8++QRisRgbN24EADqHo1QqAfguN5KVlYXS0lKsWbMGExMTNCU2NDQEg8HgNKdUV1eH0dFRWtD319aZDbgrwItEIqff1HGAsrW1FWazmc64kAHKcKbzgo1MHKHX67nI5HRGsHa65D3A1IdFr9ejrq4OdrsdVVVVQT/AoYhMrFYrmpqaIJfLERMTg7S0tJDKtbAJ13kIrVYLhUIBmUxGu4ochyfZVlr2FxqNBvv27cPY2Bj4fD6WLFlCoy4AiImJwa5du3z+nsjmhc/nU9fGVatWwWazYWJiwkkpuK2tDYODg2hqagIAJCcnIycnh3aKheO78aWby3GAkkieEHIZHh6G1Wp1cqAMdIDSV5AsBRvQ6XQzQuL+gCOTAOFtdsQfuJsBGR0dRWNjI909srG7YTsy0Wg0qK2tRWRkJKqqqlBTU+O30KO/1xOqFBKPx0NcXBzi4uKQm5tLu4oclXPFYjEll+ly82wT3/DwMPbt2we9Xo+oqChceOGFTkQCTEZeeXl5Ph/TU1pVIBDQaXaCNWvWID09HQMDAxgfH6edYuT3//nPf+41wmYD7lwWvYHUjhw3DHq9npJLf38/GIYJaIDSV7AVmdjtdq5mcjrCcXYkWDtdwJlMbDYb2traMDw8jEWLFk15qIMBG5P2BMPDw2hqakJeXh6Kiorod3C6mGM5dhUVFBTAarXSRYiIG7qmT1wNmNhCY2MjDh8+DJvNhpSUFOzYsYOVxgZ/Fv28vDxKVAaDAQMDA7RbjEx3E/zrX/+CWCymKbH09HRWFtRgd/k8Hg8xMTGIiYmh3X8kGiUDlGRolvyu0dHRQd13bM3G6HQ6AOBqJqcT2LbTBb7r2NBqtWhrawOfz0dVVdW0E8yBnCfYhc5ms6GlpQVjY2NYsmQJzVWzdfzpMFPT5UKhcIq4IZlvIfpT8fHxSEpKCiji8oSjR4/i22+/BQAUFRVh27ZtHhsbDAYDNbZasGDBtMcONIJw7RQjhX9gsmtMJpMBmOwW+/rrrxEREUE7xfLz85GcnOz3OYO5Xk9wF41qNBooFApMTEygs7OTpjodByj9AVuRiV6vBwAuzXU6IFR2uo6oqalBTk4OSkpKQpLHDTYy0ev1qK2tBY/HQ1VV1ZQH63SKTKZDZGQkMjMzkZmZ6ZQ+kcvlsNvtqKmpobWWYGxwMzIywOPxsHbtWqxdu9brMdRqNQ4dOoTY2NiQkokrHDsL4+Li8KMf/YgW8wcGBmA0GtHT04Oenh4olUps2rQJwORCq1arkZCQMCu0ufh8PuLj4xEfH09by9VqNRQKBdWJi4yMdCKX6UzC2CITnU6HiIiIGTEl8wccmUwD1yI7m0RitVrR0tIChmFQXFyM/Px8Vo7rDsEU4MfGxtDQ0ICsrCyUlZW5fajZTKN5wmyUoHdNn3z22WcoKSmBwWCgU9xkESIE461t2nHRLCoqwlVXXTWlPuLpfYDv3VyhqG3weDy60C5ZsgQMwzh1ijne36Ojo3jzzTdpZEAK+p7qAuGWUxEIBPSzAJPPKqmjkbml6OhoJ3JxraOxdc1arXZWdhe6giMTLwh0dsQXkAK2SCSCSCRifcDPFYEU4B1bkxctWoTMzEyPr/0+RSbTIS4uDhkZGXSKm8xCkEG72NhYp2I+2b12dXXh888/x+7duyGRSADAJyIB/PcnCZfQI2ndXblypdO/KZVK8Pl8aDQaNDU10U6xpKQk5OTkYNmyZU6fna2ZjUAhFAqRnJxM03SOJmE9PT1obGykvyuZcWEzMpntKS6AIxO3IB7QMpmMFhjZevAYhsHg4CBaW1uRn5+PwsJCfPnllyHf1fsbmThO3FdWVk7bSXI610yCgUAgcFqEzGYzTYkRMymJRIKJiQk0NzcDAE6cOEHTQb5iNpKJNyxcuBAlJSUYGhqiKbGxsTHI5XLI5XKqIQZMDu2OjY2x2pASLFxNwsjvqlAo6FCsUCiEWCyGXC4PSuGakMls31BxZOICktbS6XQ4deoUtmzZwmpaq7GxEXK5HMuXL6cLTDhSRP5EJjKZDHV1dUhJScHKlSt9egj8JZNAJuDnIpm4QiQS0bkOhmGgVqtx8OBBDAwMAABSU1ORnJyMgYEBJCUl+dxRNBvSXP4iIiIC+fn5NP1lNBoxMDCAoaEhpKen09fV1taisbERPB4PNTU1tFMsIyNj1lgQOP6uwORnaWpqok0rZrPZacbFH8UFLjKZg3C00yXOaWxBpVKhrq4OYrEY69atcyqmseW26A2+EBbDMOjq6kJPT09AQpJcmmsSvl6rVqvFhx9+iPHxcfD5fGzcuBEFBQVTJNkdxSo9FWHnWmTiDlFRUSguLkZxcbHT30dHRyMqKgpGoxFDQ0MYGhrCsWPHEBERgezsbGzfvn3W6axFRUXR9HVOTs4UkzCbzebUhuzNPkGr1c76GROAIxMA7u10yc1ps9mCulEZhkF/fz/a29tRUFCAgoICtwq44UhzeVvszWYz6uvrodfrsWbNGpqzZ+v4bOB0iEwIpFIp9u7dC71eD7FYjAsvvJAKMcbFxSEvL492FMnlcgwNDaGlpYVqapFFiNybpwOZeMIZZ5yBuLg4iEQiWCwWmhYzGAxQqVROz+c333yDqKgo5Obm+twpFiqQmomjwrU7kzBiH+DJJEyv17M+KhAKfO/JxNPsCBvuhBaLBQ0NDVCr1VN82R0RrjSXp3MolUrU1tYiPj4elZWVASmvhiPNNRfg63cQHx+P2NhYREdHexxEdO0oIkVfuVyOrq4uGAwGxMXFISkpiU7G+9o+OpfIBJi8XolEguzsbFRUVIBhGEilUhgMBvoam82Gb775hs6+xMbG0pRYTk5O2If+PHVz8XjOJmHEPsFRzkcgEEAgEOD48eNQq9UhTXM9+uijePfdd6nSQ1VVFR5//HGUlpb6dZzvLZlMNztCbgJCMv6C+LLHxcVNq6IbjjSXu+iHYRj09fWho6MDRUVFyM/PD3iB4SKT6WG32+l9FhERgYsuugiRkZE+k7dr0ZdoT8nlcqo9RSyPp5MHmWtk4row83g8+j0Q2Gw2rF69Gv39/RgZGYFWq0VzczNtbCgvL8e2bdvCds2+dnM52ifk5eXBbrdDrVbj1KlTeP/999HY2IjIyEhcddVVOPvss3H22WcjJyeHtev8/PPPcf3112PVqlWwWq246667sGXLFmrb4Cu+l2TiaqfrbnaERCf+komjOVRxcTHy8vKmfWhnogBvtVrR0NAApVLpNWryFYGQiT+L2Vxa+NzBYDBg//79mDdvHtauXQsAQefBo6KinIYnSepELpdTeRDH+RbHQVNCbHMFvsxsiEQiOuBpsVgwPDzs1Cnm2Gqs0+nw3nvv0fmW7Oxs1o22Am0NJrIumzZtwqZNm3DrrbdiZGQE8+bNw/PPP49rr70WExMTrEVaBw4ccPrzyy+/jLS0NJw6dQpnnnmmz8f53pGJ4+zIdC5o/kYMpO6g0+n8MocKB5k4RiZqtRq1tbW0GYCNh4iLTL6D6yItlUrxwQcfQKVSYXR0FBUVFaznwDUaDQYHBxETE4MlS5bQ3a3jBHdUVBQlF6vVOqfIxF+hRyJ8STTFjEaj0/1DRCvHx8dx6tQp8Pl8ZGZmUnLJzMx0SwQdHR3o6elBQUEBioqKvF4DW7MxJpMJpaWlePjhhwGEvoaiUqkA+D7jRPC9IZNAfEeIFaovkMlkqK+vR2JiIqqqqvyqO4QzMhkcHERLSwvmz5+PwsJC1hYUrptrEq7fQWdnJz766CNYLBbEx8dj+/btIVkIRkZGcODAAcybNw95eXl0d5uQkID58+fDarU6DdnpdDoIhUJ0dnYiKSkpqDmIcCDYaXJXmfy8vDycd955dDpfrVbTTrHjx49j27ZtdNbFYrFArVbjpz/9KQ4fPkyPsWnTJrz44oseo3q2JOi1Wi0KCgron0NJJHa7Hb/61a+wbt06LFq0yK/3fi/IJFDfEX/baQP1PA+XFIlUKsXw8DCWLVtG3erYAheZOINhGHz77bf46quvAAA5OTm44IIL/BYL9Od8gGfSFQqFTi6F7e3t0Gq1sFgsaGlpgcVioc6TxCZ3NhE422k5sViMsrIylJWVAZhsQiEpsYGBAeTm5tLX1tbW4rrrrkNXV5fTMT777DP8+Mc/xnvvvef2HGwKPYZrzuT6669HY2Mjjh496vd7T3sycZwd8XeSfbrIxGg0or6+HiaTKaB2WoJQk4lOp8PIyAgAYN26dSExMwp1e/NsWth8wYEDB9DS0gIAWLp0Kc4666yQ7vz9HVrk8/mIiYlBaWkpGIaBwWCgSsj9/f0AQDvJkpKSAharZAuh1uYiURzpFCOflWEYHD9+HB0dHVPeY7PZcPjwYXR2dk5JeZEGH7bkVMIxZ3LDDTfgv//9L7744gvapu4PTlsycTc7EkjE4IlMJiYm0NDQgJSUFCxfvjyoWZRACv2+YnR0FA0NDYiLi4NYLA6ZKx6fz4fFYgnJsQnmSmTC4/GQk5ODtrY2nH322aioqAj5OYOZM3GcgyBeHxqNBnK5nMqxR0REOBXzw61gyzaZjI6O4l//+hdUKhU0Gg3UajXUajWUSiXUajU0Gg20Wi30ev20z2Z3d/cUMvGX3L0h1GTCMAxuvPFGvPfee/jss88wf/78gI5zWpIJG3a6gPsCvN1uR0dHB/r7+1FeXo7s7Oygr5fP5zv5QrABu92OtrY2DA0NYfHixdDr9VCr1ayewxH+pLnItUmlUqcFytsubi5EJo6LzqJFizBv3jzaqhtqsDm06NiqSuTYVSoV5HI5VcyNiYmhv1tCQkLIJ9DZJpMvvvgCDz30EB0qtNvtAUfWjvUMAnIvzAWhx+uvvx6vv/46PvjgA8TFxWF0dBTA5CyUP2nZ045M2LLTBaamuQwGA+rq6mC1Wn0SP/QVbKe5DAYDamtrYbfbUVlZiZiYGPT29oa8QO7L8Y1GI2pra2Gz2ZCbmwuVSoX29naYTCZqMOUpZz+bI5P6+nqcOnXKaXMRLiIBAtPm8vW1AoGA/i7AZEHaVdSQOE8mJSX5pTvlK/zt5poOF110ER588EEMDAz4nBVwvccFAgE2bNjgtqvLcSMbDEjLdygHLp977jkAwIYNG5z+/qWXXsLVV1/t83FOGzJxnR1hQ+nXMf00NjaGxsZGZGRkoKysjNX8N5tkMjExgfr6eqSnp2PBggX0OsNR05husVcoFKitrUVycjIWLFgAm81GZe31ej1VjO3r63OakUhKSpq1kYnNZsNnn32Guro6AJPGWTNxreGUU4mIiKDS8gCo7hSRfbHb7UhISKCRS7CKt6T+wCaZiEQiPP7447j00kt9en1K1W7EqXvR03iS/t2GDRvw4osvun09G5tZglAX4NnapJ0WZEJmR8hiyZaBlUAgoAZWQ0NDWLhwoVdPj0DBBpkwDIPOzk709va6Tb8F4mfiD7yRieOkPel4IzUtAsecPbFQlclkGB4eRltbG0QiEWw2G6RSaVjSKr7AYDDgv//9L1X8raqqon7d4UZubi7OPfdcn3ewbE7Ai8ViiMViZGVl0Z002RgQsUrHYr6/dTtyX7Ed7Zx77rlYv349vv76a4/RCY8vgDA1Hwu3X4untqbilRf/CavVimuuucbrnAlbnVxA+ArwwWLmn8gg4CiJwuZOgMBut2NgYABRUVEh8WUnCJZMTCYT6uvrYTAYsHbtWrcLykxFJlarFU1NTZDL5U6T9t6IzdFCtaCgABaLBQMDAxgcHPQ5JRZqTExMYN++fVCpVIiIiMC5556LgoICfPbZZ2G9DgJHDS9fECo5FUfdKeKtThwKyfCkWCz26lDoCsdNItvX+sADD+Dss8/2+BoGQMb23+D3OxdCoBtDcnIyMjIyph1YZItMbDYbDAYDRyahBFtFdk8YGRnB2NgY4uLisHbt2pD7Twe60MvlctTV1SExMRHLli3zuGOfichEp9OhpqYGERERqKqqCrgDiHQSjY2NobKy0slz3V1KLFQdawSDg4N477336CDijh07kJKSEvJZITYRLm0u8ts42t8SsUriUEjEKhMTE90OT7LZGeV4zLfffhv3338/fTbcPR8JZ16J2/achbKMWKhUNmzevNmn+4vNtmAAYRepDARzkkxCaadLzGzGxsaQlpYGkUgUcu/pQMiEYRj09vais7MTJSUlyM3N9fo9hHqWxZVMxsfHUV9fj+zsbJSWlrLyHZLjO8p5k5SYXC532vkSYvE3Jfa3v/0NzzzzDHbv3o3777/f7WuSk5MRExODuLi4kA4i+gO5XA6ZTIb4+Hhay/AGtgvavsJ1eNJkMtGNARmeJFEn8flgm0y++eYb3HnnnTh58iR27NiBm266Ceeff76TAjGPz0dEWgE27/kRrlwzmTKOj4/3uc2brel3QiZcZMIyApFE8QdarRa1tbUQCoWoqqrC0NAQ9Ho9a8f3BH81wByl7VetWuVT11A45E7I7o7Ubqbzjff3+O7gmBIjsiFkcSKdRv6kxNRqNfr7+yGXy53+3mq1UlISi8XYs2cPoqOj3e4+Z6IA39nZiaNHj2LhwoXYunXrtK+fLarBkZGRyMjIQEZGBhiGcYo6e3t7aZsyMFmjCmZ4cmBgAPfddx/27t2LJUuW4H//+x/OOOMMtLa2Yv369Th48CB9LQMe8nfdjkd3lIMfwPnY9H+PjIycFTXC6TD7r/D/g6S1qqurMX/+fMTHx7P6MAwNDaG5uRm5ubkoLi4Gn88PizQ84F/UoFKpUFtbi9jY2Gml7QM9RyDg8Xiw2Ww4deoU9Hq9x9pNMPCFDIVCoZNMO5nslsvldLKbEIuvKTG1Wo0PPvgAFRUVWLJkCQD3aYeZbF2ei7a9ruDxeIiJiUFMTIxTIwbxhv/mm28QGRnpNJvky/2v1Wrxxz/+EX/+858hkUjw7LPP4v/+7/+om2pTUxNWr16N6upqyGQyMAyDhDOvwuNXbUK65LvUrEKhgFqtpm3Q3sBWmkur1c4J/3dgjpCJ4+yITqeDxWJh1Ze9ubkZUqkUS5cudfJICOVkuiN81QAbGBhAW1ubR8dGbwh1Ad5oNEKlUiElJSVggy1vCPT3FovFyM7O9jkl5orBwUF8+OGHMBgM+Oabb1BeXs76Z2MDp6PTIok6+Xw+xsbGUFVVRcUq+/r60NTUhNjYWEouCQkJTgu43W7HG2+8gd/97neQy+W48cYbcfPNNzttBHg8Hi688EI0NDQgr7AE1/zohxBlFuPqa67FpjJn/brW1lYcO3YMFRUV2Lx5s9drZzPNNRdcFoFZTiaOsyMkx+uPku90IFLspFvLdZc6WyIT0hElk8mwfPlyJCcnB3SOUO2ch4aG0N3dDZFIhGXLloVskQr2+n1JiQ0PDwOYtBOoq6vDkSNHYLfbkZaWhh07dsxKIgH873iaC2RCQEQeBQIBkpOT6f1vNpvp8GRbWxvt8ktMTERnZyceeugh1NTUYOfOnXjggQeoHL3NZkNbWxsWLFgAHo8HkUiE5cuX47XeKCRtvR5Fy9bhjq0lU66DzLD5knJiM83lzeRsNmHWkoknO10y+xEMHHf53qTY2SQub/BGJlqtFjU1NRCJRG4Jz1eEIjKx2+1obW3FyMgI8vPzIZPJQnbTh+K47lJin376Kfh8PiQSCZUbz83NxZYtW3xO283k0OJcTnN5gqeBRZFIhPT0dKSnpwOY/P0aGhrw61//GocPH0ZRURGeffZZbNiwAUlJSWAYBmazGR9++CH6+/uh1WqxevVqAMC+hjF80ipD4vLz8MerliJaNJUIiPacL2TCZjdXuBSDg8WsI5Pp7HSDXeAtFgsaGxuhVCqxYsUKrwYw4ZCGJ+dx95mGh4fR1NTkVMcJ5hxsRiZEFoVItqjVashkMtaO7w6hrkmIxWJIJBJcddVVyMjIADBp9ZqSkoJTp05N2yU2kzWT0zHNReDL9LtGo8HTTz+NZ555BomJiXj++edx/vnnQ6lUUl91u92Orq4uaDQaCIVC2vU2oDDgkY8n5eWvPzMPi7LcbxrIJtaX6JRNL5O50MkFzDIycZ0dcTfJHgyZkOJ1TEyMTw6DMxWZ2O12tLS0YHR0FEuWLPGp1dPfcwQDuVyO2tpapKamory8HAKBAFqt9rQwx+LxeLRFlMfjQa1WIzExESUlJRAKhVAqlU56VIRcArUfYAune5rL08Jst9vx+uuv44EHHoBKpcJNN92EX/3qV3QBjo+PR15eHqRSKd59911otVpERERg/vz5GB0dhd5owv1fqqA327AiNx4/qvTsre5vmosNZeVQuyqyiVlDJr7OjgiFwoB82YmcR1FREfLz8316kMJJJqStlog0AkBlZSVrNxIbrcHuZFEcZczDYfAVDnR2dqKwsBAREREYHBzE4OAggEm3vtzcXJx11lkQCoW0S4zIqZACvtFoDHttpaSkBImJiU4NJN4wl8jE00zMV199hTvuuAN1dXXYvXs3HnjgAeTkTCWDkZERvP/++zAYDIiPj8euXbsQExMDpVKJ577sR8u4EWIBg8vyTejr7aHDk67n9IdM2NISmytSKsAsIBN/Z0f8XeDNZjMaGhqg0Wh8nskgCGeaC/hOTDIrKwtlZWWsDpUF+1msVisaGxuhUCjcfo+BkJW/3WjhwsmTJ7Fw4UI8+OCD6OvrQ19fH/r7+2E0GtHV1YWtW7ciIiIC2dnZMBqNiI6ORnx8PFQqFaRSKU6ePImoqCgatSQmJoZ8TiAzM9OvmZ65RCauKaOenh7ce++9+OCDD7BixQp88sknWLNmjdv3GgwGvPPOOzCbzUhPT8fFF19MN2iDRhHeaZ0cCrzn3CJUpPEhl8sxPDwMq9XqJFYZGxtLaya+prnYag3myMQHBCKJIhAIfDZhUigUqKurQ3x8PNatW+f3bjFckQlBQ0MDFi5ciKysLNaP7ThU6O8iQmRRSBOAu/A9EDIJJM8fThD3vSVLlsBut2N0dBRyudzpPjp27BjGx8fB5/ORmZkJu91O3SwVCgU6OzvdpsRmeiGfS2RCrlWtVuOpp57Cs88+i5SUFLzwwgvYs2eP102XWCzG+vXr0dnZiQsvvJCmtjVGK+78oBV2BthekY4Ll0xOuWdmZlKxStIp1tPT4yQL48uGdC5a9gaLGSOTQO10BQKBk+yBOzAMg+7ubnR3d/skNeIJpDAeygePFLIBTNsQEAzIA+fvZyGyKPPmzUNJSYnHBzccE/YzCT6fj6ysLCeiZxgGGRkZMBqNUKvVGBoaAgDs3bsXUVFRKC0txaZNm5wGJ0lKzFFLjA05FqlUCq1WSwlwOswlMrFYLNi/fz9eeuklaLVa3HLLLfjlL3/pcZFlGAYmk4l2Pi5ZsgQVFRVOn/fhjzsxpDJhXkIU7txS6PR+R7HKnJwcp/kkuVyOtrY29Pb2OjVjuNZf2UxzhUKpPBSYETIhEUkofNkdFXRXr16N+Pj4gK+T7CxC9eDJZDLU1dUhOTkZSqUypBpP5Pp9vcn9lUUJNZmQawoXfDkXj8fD5s2bwTAMlEoluru7UVtbC71eD6PRCJPJBABUnr27uxvz5s1DfHw81Go1RkdH0d7ezkpKrLq6Go2NjVi3bp3HlI/r55sLZPLFF1/glltuQVtbGy655BLcf//9Xt1N7XY7jhw5goGBAVxyySX0mXL8rP9tHMP+xnEIeMCjO8oQG+n9+3Y3n0SGJ3t7e2kqytF5ku05k7mAGSETHo9Hi87+3tDeCvBSqRT19fVITk72qqDrK8jNwFabH4Fj5FRWVoZ58+ZhdHQ0pPUZx8hkOpjNZtTX1/sli3K6RCaBnIfH4yExMREVFRVQqVRYt24dpFKpUzpMKpXixIkTOHHiBI1y8vPzUVpaioiICCgUCnR1dcFgMDilxOLi4nwmf3+uf7aTSVdXF+655x7897//xZIlS/CPf/wDP/jBD7y+x2q14qOPPkJHRwcAoL+/H6WlpU6vGVIa8fCBTgDAtevzsHSe7114ZKA1NTXVSazSbDZDLpdDoVCgtbUVZrMZPB4PUqkUIpHI59/QHTgy8QGBGli5i0xI/3hvby8WLFiA7OxsVh4UcgOwuciThVqn0zlFTqGetvf1s5D26bi4OL9kUcIlJDkXIBQKp+yehUIhKioq0NvbC7Va7dQlJhaLsWHDBqxdu9bJtdCflNjpoM0FTN5/v//97/Hcc88hPT0dL774IpYtWwaz2ez1fUajER988AGGhoYgEAiwbdu2KURitTO484NWaE02LJ0nwTXrcv26tn379kGv1+PKK6906poTiUROYpUGgwEnT56kNt8AnIr50dHRPn/33NBiCOFKJkajEXV1dbBYLKyLC5IUHFtFeKVSidraWkgkElRVVTkt1OEQYgS8RyaDg4NoaWlBYWEh5s+f73e3lT+L/WxcyIKFt8+fmJjolBIjXWIDAwMwGAy0w0gsFkMul0MqlSI3Nxfx8fFU7NBbSmyuRyZWqxWvvPIKHn74Yej1etx+++248cYbIRaL0dXV5ZUkNRoN3n33XchkMohEImzfvh25uVOJ4p9f96NmUI0YkQCP7iiFkO/f5/elNZjH49Hfsri4GLGxsbTeMjExgc7OTurPQ35Db/MoofZ/ZxMzGpkEAkcyGR8fR0NDwxS/czbBhtgjwzDo7+9He3u7xzmXcJCJp1kQxyHJZcuW0fDd3+OHujV4rkQm3kBSYomJiVi6dClsNhtGR0epJAgwOedSXV2N6upqCAQCZGVlIS8vz2tKjNRn5iKZHDlyBHfeeSeam5vxf//3f7jvvvucanTe6nxyuRzvvPMONBoNYmJisHPnTrezNvVDajz3RR8A4O5tRZiX4H99MhBtLiKhL5FIkJ+fD5vNRp0nBwYG0NzcjJiYGCexSsfjc5FJCEG0uVpbWzEwMBCyVlrH87E1n+GtWyscMy3uyMRoNKKmpgYMw6CqqirgJoBwLfazaRFkAwKBYEpKLD8/H2azGX19fVCr1RgYGKApL7FYjCuuuAIlJSVOKTGlUgkAGB0dxdDQ0LRdYrPhe+zo6MBvf/tbfPTRR6isrMRnn32G5cuXT3mdN52ryMhI2ra7c+dOtw03OpMVd3zQChsDnLswFRcs8l9Rwmaz0WfHF5thhmHcXrNAIKCRZWFhISwWC21BdlRW6O3tRWxsLIxGY0gjky+++AK///3vcerUKYyMjOC9997DRRddFNCx5hyZWCwWmM1myGQyVFVVhZy1g4lMNBoNampqIBaLp7WtDQeZuOpzkW6ytLS0oCO706UATxDMZwn2WvPy8pCXlzclJdbf3w8+n08LsmKxGCdPnoTNZqNtsFFRUdOmxMjnmykyUSgUeOKJJ/C3v/0NWVlZeOWVV3DRRRd5vB673e5xAY+JicGuXbsQGRnpkTwfO9iFAYURmZJI/HZbcUCf21FcdrrIxJ/6VUREBNLS0qhkEtkgvP3223j99deh0+lw9913Y/fu3di8eTMWLVrE6u+m0+mwZMkS/PjHP8bOnTuDOtacSnONjo6isbERALBmzZqwuI8FOrhIzLby8/NRVFQ07ecNZ2TiaPlbVlbmVoIikGOfDpFJMMdm+/O7S4mp1Wqn+ldjY6OTltjIyAhiY2On7RIjsu7hhNVqxYsvvohHHnkEZrMZv/3tb/GLX/xiWiVs1zRXfX09hEIhysvLAcDrXM3HLRN4v34M/P/fBiyJCmzNcCST6TZdZL0IZHMmFoshFovx2GOP4eGHH0Zubi7Wr1+PQ4cO4Z577sGPf/xj/PnPf/b7uJ5w7rnn4txzz2XlWHMiMiH+A8PDwygrK0NjY2PYHgR/01yOHvKuZlveEA4jLj6fD6vVirq6OiiVSr/lZaY7dqAT9r5gplMyswECgcDJ4Y9hGGzatAl9fX3o7e2lhfqxsTEAkxHOrl27AEymMx0HJ+12O9rb25GWlsba4KQ3HDp0CHfddRfa2tpw5ZVX4p577nGqE3kDIROGYXDs2DEcP34cfD7fyT7AHUbVRjzwv8k24Z9U5WBFbuAzZ45SKtPdizabjY4/BAMyLHn99dcjJycHZrMZarU6qGOGErOeTHQ6HWpra8Hn82mqqLGxkbWhoOngzyLveq3+PKDhiEzITpak3Xy1/PUFjrvlUC78p0MRni3w+XyUlJSgpKSEpsR6e3tpl5jjYs3n83H48GHk5uYiNzcXXV1diI2NpSmxyMhIJCcn0yIwW0KV7e3tuOuuu3Dw4EGcccYZeOGFF6j1sa8gv/mhQ4fQ0NAAAFi9erXXRhGbncFd+9qgMVqxOCsOP1+fF/iHwGRt5swzz/Tp/mNr+l2r1QIATWuKRKKAmmPChVlNJsTPIycnh0p5kB8zXJpZvkYmJAWXnZ2N0tJSv2+mUJPJ2NgYzGYzMjIyUFFRweoQJhD6yGEuRSYzca1SqRRmsxllZWVYtmwZFU8lGBwcxMTEBCYmJnDq1CnweDzI5XLMnz8fZWVlEAqFTimxuLg4JCUlITk5OaChO7lcjsceewwvvPACcnJy8O9//xsXXnhhQN+N2WzGsWPHMDQ0BB6Ph7PPPntaQnrlm0Gc6FNBHMHHYzvKECEI7n4Xi8VYuXKlT69lc/odADe0OB283VRWqxUtLS0YHx+fkipiy23RV0xXM7Hb7Whra8PQ0BAWLVpETZX8RajIhGEYdHR0oK+vD1FRUcjOzmadSAD/5VomJibQ1taG2NhYuiP2JVLiIhP3+OyzzzAwMIDzzjsPZWVlEAgETgtaVlYWLrjgAhq5aDQap8HJTZs20QXasUtsaGgIdrvdaXDSmy2CxWLBP//5TzzyyCOw2Wy4//77cd111wXs7UEsGdRqNQQCAc477zwUFxd7fU/TiAbPfNYLALhzaxFyk0KbwnMFm2QiFovDkoFhA7MuMtFoNKitrYVIJKLqq64Ip5qvt0WeiDTabDZUVlYG1VkWCjIhPuZGoxGVlZWoq6sL2WLsy1Ak+XciJVNQUACz2Uz77R13wxKJxImU5kJkMpNEN10HUVRUFE2JWa1WHDx4EKmpqRgaGsLAwIDTkF9HRwdqamqQn59PByfVajXGx8fR0dGByMhIpy6xiIgIMAyDgwcP4u6770ZnZyeuuuoq3H333UEbu7W0tECtVkMkEuHiiy/2qssFAHqzDXe83wqrncE5ZSm4qMK3usx0MBgMUCqViIqKcqpbuQPblr1z4d4HZhGZMAyDwcFBtLa2Ij8/H4WFhR4fjEAMsgKFJ+KSSqW0rZa4DQYDtslEpVKhpqYG8fHxqKyshFAoDGkqzRcysVqtaGhogEqlwurVq+lGobCwkOobyWQyNDQ0gGEYuhtOTk6eMukdasxka3AgcJ2At1gsePTRR3Hddde5XdCjoqKwdOlSrFq1aor2XF9fH2QyGWQyGU6dOkVnYfLy8pxSYt3d3TAYDJBKpfjnP/+Jr7/+GuvXr8dLL72ExYsXs/K5li1bhs7OTixbtmxaIgGA3x/qQq/cgLQ4Ee47L7A2YHcYHBzEhx9+iOzsbFxyySVeX8umZW+oXRa1Wi06Ozvpn3t6elBbW4ukpCS3KgLeMCvSXI6DfcuXL0dycrLX94Y7MnE8l6Oa7oIFCzBv3jzWzsPWQu9JFiWUbojTkYler0d1dTX1RImIiHDSW3LVNyISFERZlzQzKBQKJCcnhyz0nyu7QFc4RiYqlQo//OEPceTIEXzxxRc4ePCg0+LmSjyu3+XmzZtRUlJCu8S0Wi36+/vR398PHo+Hn//850hNTYVMJsMDDzyAV199FZmZmfjtb3+L1atX040h6RLz9zsdGRlBSkoK7ZzKzc31yZrhcJsUe2tGwQPw6PYyxIvZc7sk3Vz+TL8HCyLyGMp78uTJk9i4cSP9869//WsAwFVXXYWXX37Zr2PNaGTC4/GgVCpRV1fn02AfQTjJxLEAT9JGBoMhJDpgwS70drsdzc3NGBsbc0vKrkOLbMIbmZAoLisrizYnkK4vd693laCwWq2QyWRoampCR0cHmpubkZCQQGst/gjnhRIzmeYi55bJZLj88svR3NyM6Oho3HLLLVN2ydPpeInFYpSWlqK0tBQMw1Cp9b6+Prrr/stf/oLHH38cZrMZ27dvx5VXXomioiJIJJJpU2Le0N7ejo8++gj5+fm48MIL6XMx3U5/XGPC/fvbAQBXV87D6vwEX742n+GvZS+baa5QYsOGDazdtzNGJmRwrr29HQUFBSgoKPDLICucZGIymaBQKFBbW4uEhARUVVWxPjAZ7Gdy9I731JYc7sjEcTiyvLzcpzSFOwiFQtqEsXLlSlitVpoS6+rqQkREBJKTk5GcnBwWi9zZCPK73nHHHWhubkZGRgbeeustLF26dMpr/RGF5PF4lAyWLVuGjz76CGvWrEFPTw+uuuoqpKWlQSwWo76+HvX19RAIBJg3bx7y8vKwcOFCCAQCyOVy9PT0oKmpidbFiOOkI0nU1NTgyJEj9LyO8yXeyMTOMPjth21QGqxYkBGLG8/K9+Ob8w3+6nKxZYw1V3S5gBkmE5lMhpUrV05b0HJFOLu5eDweVCoVhoeHUVJSgry8vJDsgvl8vs92xK7wVRYllJEJ4DwFb7PZ0NTUBJlMxspwpON3HhMTg5iYGOTk5MBms0GpVEIulztNepOoJS4ublZELaEGGWaLiIjAokWL8Oabb3pUNvBXYRgAmpqacNddd+HIkSPYuHEjXnvtNZSXl8NgMKC/v59GLlqtlsq/FBUVYfv27UhOTqYRjtFohEKhQENDA+0SS0xMRGdnJ2pqagBMOiNu3LjRyTbB2+L872+HcKxHiSghO23A7hCIyGOw4MjER/D5fKxYsSKgxS1ckYnFYsHo6Cj0ej1Wr17N2rS4OwSS5nLc+ftSvwmHMjHxc6ipqXEaNA0VBAIBjUqKi4thNBohk8kgl8vR19cHPp9Pi/i+th8Hg5kgrr/97W/Yu3cvzjrrLGzduhVCoRAnT56EVCpFXl4eEhMTna6LpBh9uVapVIqHHnoIL7/8MgoKCvDWW29h69at9L2uKTHyvff19aGw8Ds7XKVSiZdffhkpKSlUeyw+Ph5KpRJffvklRkdHAQAlJSVYtGiR0+7em/RL25gWfzzSAwC49ZwCFKSEpmDtOAE/HdhMc82VGRNgFtRMZiuZqNVquiD66qsdDPxd6F07o3yxJw6HGKNSqURbWxu1BWBrpsXX1mMyS5OdnQ273Q61Wk0lRKZrP3ZEIN9TuGsmNpsNd999N/7617+Cx+Nhw4YNiI6Ohl6vR09PD3p6JhdZiUSC0tJSrF+/nl7ndERiMpnwt7/9DU888QT4fD4eeeQR/PSnP/VKxjwejxK7q/ovkXiRSqWQSqW0S0wsFkOr1YLH46GyshLJycno7e1FU1MT1RLz9KwbLTbc/n4rLDYGG4qTsWdZ6LzSZyoy4cgkxAglmTi2KBcUFCAyMpLadYYS/pCJVqtFTU0NoqKi/JJFCWVkQnS5mpqaUFZW5ndboT/n8RWOGwEy00L0qUiaheTvA+08minodDr89Kc/xf79+wEA9913H26++WYAkwt2b28vent7MTw8DLVa7aTpZLfbMTY2huHhYWRkZEzp9Nq/fz/uvvtu9Pf34yc/+QnuvPPOaTsspwO5J/r7+2nkotVqIRKJEBUVhW3btqGgoIC+3mQy0d8KAE6dOjXFcfIPn/agS6pHSowID5zPXhuwO+Tl5SEiIsInuwubzcZKBMylucIAoVBIzYDYhNVqRXNzM6RSKe2GGh0dDUtKzdeFnsi2EIkZfw2mQkEmpIvMbrdj0aJFrLVLuyLYxcK1/Vir1UImk1F9KrFYjImJCQCze9J+bGwMP/jBD1BTU4PIyEg8//zzVNARABVAXLVqFSwWCwYHB52Gf8lk+3/+8x9ERkYiNzcXeXl50Ov1eOihh/DFF19g8+bNePPNN1FWVsbadUdHR6OsrAxlZWVgGAZ1dXX49NNPkZaW5kQkwKQWVmZmJtLS0jA2NobFixdDo9FgYmICHR0daNdG4I36yXv5gfMKkRQT2vRlfn4+8vPzfXotm2kuX1qiZwtmPM0VCEIRmWi1WtTW1iIiIgJVVVX04QuHmq8v57Hb7ejo6MDAwAAWL17ss+Kq6znYXiSJCgDDMBCJRCG3GGXr+nk8HuLi4hAXF0fbjxUKBf33sbExOryVnJzsc/txqCOb1tZW7N69G/39/UhKSsJ//vMfrF271uPrIyIiMH/+fKe/IwOher0eJpMJNTU1eOqpp1BdXY309HQ888wzuOqqq0L6ORztbb3VIcjvTVJeeXl5GFcbcN8/qgEA5+QKYB1swEm1xGOXWLjBZjcXl+YKMdju5hoZGUFjYyNyc3NRXFzsdCME67ToK7xFJo6yKGvXrg34BmM7MlEqlaipqUFycjIWLlyIL7/8Miw+9qEAaT8mLcgpKSlITk6GXC5Hd3c3bT/2dV4iFPjss89w5ZVXQqVSobCwEHv37nUqcvuKxMREFBcXY/ny5fj973+P5557DjweD+eddx5WrFiBs846i752bGwMfX19yM/PR2pqKqu/gS++H64yMQzD4L7/dUJhsKEkLQaPXrYMsFmmpC9dU2LBXrdSqYTNZkNcXNy0KSy2aiZ6vX7O+L8Dc5hM2IgW7HY7WltbMTw8jCVLlriVnQhnZOJu101kURISErBs2bKgZijYjEzIlH1xcTFtlw6kwO+vZH240k9CoRA5OTm0/VilUkEmk9F5CbJTJqq6oW5ueO2113DjjTfCarWisrISr7/+esB1DLvdjq+++gq/+MUvMDg4iGuuuQa33347oqOjMTAw4DQP1NrailOnTuHo0aOIjo6mnVh5eXlB5/P9IRNyj7xxchhHuxSIFPLx+EVliBTyAeFkSiwzM5OmL+VyOU2JiUQi+lsFuhE4dOgQ+vv7ce6552LBggVeX8tmmivUcipsYk6mudjQ5iJDfsT73NOPFs7IxPUzDQwMoLW1FUVFRcjPzw96d8Xj8YL+3ggBj4yMTJmyP52sex0/h6NvN/Cd0ZRMJsPAwAAd7IuJiWH98zMMg4ceegi///3vAQC7d+/GX//612ndCT2htrYWt956K7755hts27YN77zzjpMKr6sib0ZGBgoKCjAwMAC9Xo+Wlha0tLQAmKzN7Nq1K+AFj9yLXgcS/39bMI/HQ+eEDk8d7gYA/Prs+ShKnUpmjunLvLw8pzmknp4eNDY2Og1OxsfH+5SS8qc1mM00FxeZhBjBRibj4+NoaGhARkYGlesO1bl8hWOai7g1jo+P+6RV5s85glnszGYzampq6O7YdREJh3VvqI/vC2FFRUUhKysLWVlZ1A2PFPIZhsG3335LU2K+LlbuYDKZcP311+Ott94CAPzmN7/Bb3/724CONzo6it/97nd47bXXUFxcjEceeQQ33HDDtO8jMyQ2mw3Dw8N0OHF8fBx6vd5JaeHkyZPg8/nIz8+fMtviDuS58hZtk4FFk9WO299vhdnGYH1hEi5bOX1XFeA8hwQ4d4k1NjY6DU56k+aZidZgrVbLdXOFGoEu8Ha7HZ2dnejr68PChQt9avMji3yoHQTJecjAH4/Hc2oEYPMcgcAx3bZixQq3D9XpFJn4Cj6fj/j4eMTHxyM9PR0nTpxAbm4u5HI5mpqaYLPZkJiYSMnFV/dNuVyOyy+/HF999RWEQiH+9Kc/4corr/T7+gwGA5599lk89dRTiIyMxFNPPYXt27eju7vbr+MIBAKa9lu/fj30ej2USqXT/M+JEyeoHz2JDIiMvbv72NfIhM/n409HetA+rkNSdAR+d4F/XYyOIF1irikxqVRKpXkc28VJJBJubS6GYaDX67kCvK8IZzeXyWRCXV0dTCYTKisrff6RyE3BVh7UE4g/+9dff42MjAxWB/4IAl3sieOlqwoxW8f3B7O5ZZdsOFzbj+VyuVP7saPwobt7qru7G7t370ZnZyckEgleffVVJ2VXX6/l3XffxX333YeRkRFce+21uO2225CQkACZTBY0MUdHRztFpjabDatWrUJvby+Ghoag0WjQ2NiIxsZG8Hg8lJeXY+vWrU7HSE9Px4oVK7x6njAMg1YlD6/WDwEAHrygBCmx7LQBe0uJkcFJkhIjowjhTnNxkUmI4S+ZyOVy1NXVISkpCcuXL/eriE1uilB6zjMMg+HhYdhsNlZl7V3hb2Rit9vR3t6OwcHBKY6X7vB9jEy8wXWxIu3Hcrkc7e3tMJvNiI+Pp1FLTEwMvv32W1x66aWQyWTIycnB22+/jfLycr/Oe+rUKdx55504fvw4zj//fLz//vsoKiqi/x6KKFsoFGLlypVYuXIlnW0hEvZyudyJeCwWCw4cOIC8vDwsXbrUq3qDXGfGy62T9+ylK7JwZjE7KV938JYSI3YJnZ2dMJvNHlNiDMOwOgHP1UxCDEIm0z0UDMOgp6cHXV1dKC0tRU5Ojt8PkWNkEgoQWRSlUgkAISMSwL/WYFeXRl92SN/3yGQ6OLYfEw0zoiPW3d2N48eP48knn4TZbMaSJUvw9ttv+2UDPTw8jAceeABvvPEGFi5ciH379mHDhg1TXhfqlC2ZbSHzLRqNxunfBwYG0NHRgY6ODgCTrcokJTZv3jzaesswDB4/Mgi1GShIicYtm5znZUINx5TY4cOHAQBJSUleU2Lk/gyWTMxmMywWC0cmviKYNBcwGS14ijLMZjMaGhqg1Wp91q7ydI2hag92lEVZuXIlvvrqK78edL1e71cnja8FeI1Gg+rqasTFxVGXRl9wOkUmgX4OX6+RDO1FR0dj3rx5ePrpp/HII48AANauXYubb74ZQ0NDMBgMTu3H7qDX6/HMM8/g6aefRnR0NP70pz/hhz/8occFLdRk4grXBTEpKQlVVVXo6urC2NgYFAoFtXjg8/k477zzUFJSgr01o/iqVwMhD3h8RxmiImbOC33FihWwWCxUYomkxBQKBfr6+mhKjC0NP51OBwBcmivUIIubJzIhxeK4uDjq6hcMQkEmo6OjaGhoQF5eHoqLi2nroa+1GZ1Oh9zcXCxZsgTbtm3Dtm3bsHjxYq+LhC+RCbmu+fPno7Cw0G+5Fl8X4UAWs3BEPsEssoFcm9VqxS233IKXXnoJAHDdddfh0UcfhcXy3SAeaT92LORHRkaCYRjs3bsX9913H8bHx/GLX/wCt9xyy7Qbp3CTiSsSEhKwdu1a6HQ6jI2NoaSkBFFRUejr64NKpUJKSgq6pXo88UkX8gVyrE9Qwy5PgS4u+NmWQLFu3TqnP3tKiUmlUgDAsWPHkJCQQKMWfw3ctFotAI5MQg7Sd+66wDMMg4GBAbS1tU1bLPYHbM6aOMqiVFRUUFkUR7ltX8jkm2++gU6nw9dff42vv/4a9957L7KysrB161Zs27YNGzduhEQicXqPt8jE0Y7Y8br8gb+L/VyrgbANtVqNq666CocPHwaPx8Njjz2Gn//85wAm7zl37cdDQ0NoaWlBf38/XnjhBTQ0NODCCy/Egw8+OEXfyhNmmkwIyPObmpqKNWvWgGEYqFQqRMfG4bpX6mC02rFMooZQL8WBAwcATCoT5OfnIy8vD9nZ2bPGCI2kxCQSCaRSKVasWDHFwM2x8WK6KXpSfJ9JWRh/MTt+CT/B4/GmFOEdfeRXrFjBqkAaW7MmpKPMbDZPqUM4kokvOPvss9HW1oaDBw/iwIEDOHLkCIaHh/HSSy/hpZdeohpjJGopKyvzWIC3WCyor6+HTqfzq9PNFeFIc83lmokjhoaGsGfPHjQ2NiI6OhovvvgizjvvPLevdWw/FolE+Otf/4q9e/eipKQEjz32GBYuXAitVovBwUEkJydP234828iEbJ54PB4SEhLwh0+70TKqRYJYiM2rF2FisAdGoxFjY2NUwv7kyZOIiIjAddddF3JpG5vNBrVaDaFQOG0Nw263QygUIjY2FrGxscjNzaUKCsTrxdVx0t0sEpl+nw2/k6+YkzUTwFmfS6PRoLa2FpGRkSExY2JDul2pVFLbX3cdZeS78Oc8eXl5uOaaa3DNNdfAaDTiyy+/xMcff4yPP/4YHR0d+Pzzz/H555/jzjvvRG5uLs4880wsWLAAFRUVlMhI3UYsFqOysjKoBzPU5lvA7C/A+3JP19XV4Qc/+AFGRkaQlpaGt956a4r/hyt0Oh3+9Kc/4U9/+hPi4uLwl7/8BZdffjn4fD50Oh1kMhn1XY+KinLSEXONdGcLmZB7xfH6vulV4OVjgwCA+88vQUGMEQliISoqKqDX66mEfW9vL+Li4pzu1/379yMiIgJ5eXnIzc31eaZnOqjVarz00kuIjIzE9ddf7/W17tqCXRUUiA04mUWyWq1OWmLR0dFhawt+9tln8fvf/x6jo6NYsmQJnnnmGaxevTqgY814ZBKsQdbQ0BCam5tp7SEUD0kwkYmjP4qjjpUrgi30R0VF4ZxzzsE555yDJ598El1dXfj4449x4MABfP755+jv78e///1vAMDvfvc7nHnmmVi3bh2ysrKwZs0av+Xs3eF0KsCHCh9//DGuvvpq6HQ6LFiwAG+//bZX7xe73Y4333wTDzzwAKRSKW644Qb8+te/dkphkl0waT9WKpWQyWRob2+HyWRCQkKCU/vxbCETshkkZKIyWHDXvjYwAHYvy8Cm0hT09/fTxdlVwt5oNNJjmUwmtLe3g2EYNDY2ApiUgiFdYpmZmQGnjEg9k63p98jISKdZJJ1OR1Nira2t+NWvfoXi4mJERUVBJpMhJSUloOueDm+++SZ+/etf4/nnn8eaNWvwxz/+EVu3bkVbW5vX2R9PmHEyCRQCgQA9PT1Qq9U+zUAEg0AXeZvNhubmZkxMTPiUemNTiLGwsBC/+MUv8Itf/AJ6vR6ff/453n//fRw4cABjY2P45JNP8MknnwAAioqKaK1l/fr1AU/dh6NmEq7IJBROiy+88AJuvfVW2O12bNy4Ea+88orX7p9vvvkGt99+O6qrq3HxxRfjgQcemNZTQygUIiUlhS5Aer2eLlTd3d0QCoWIiooCwzCwWCwzon5M4BiZMAyDB/7XgXGNGflJYty6uZC+xtPmyzHyEAqFuPjii2nUIpPJMDo6itHRUXzzzTcoLS3F+eefH9B1hnL6ncfjOaXETCYTHn30Ubz55psYGhpCeno6li5dii1btuDmm28OaJH3hD/84Q+45ppr8KMf/QgA8Pzzz2P//v148cUXcccdd/h9vDlJJnq9Hnq9HlarFVVVVayFs54QSAE+EFmUULUgR0dH49xzz8WaNWtw6aWXQqlU4tNPP0VrayuOHz+Ozs5OdHZ24tlnn0V0dDQ2bNiAbdu2YcuWLT4bAgH+k4m/C3Y4dtOhOIfdbsc999yDZ555BgBw5ZVX4o9//KPHhby/vx/33Xcf3nnnHSxduhQHDhxAVVVVQOd2bD+22+1QKpXo6+uDWq3G0aNHERcXR6MWiUQS1ojFUU7l/foxfNIqhZDPw2MXlSFa9N18ly8RhUAgoAZWZ511FjQaDXV07Ovrc5rfUiqVePfdd2nUkpOT47Ug7q8uVzBF88jISGzfvh0ymQxarRZvvPEGDh06hIMHD7LabGA2m+lwKwGfz8fmzZtx7NixgI4542Ti7wI0NjaGhoYGREREID8/P+REAvif5pJKpairq0NmZiYtfPuCUNccTCYTzGYzsrOz8dRTT0EkEkGj0eDIkSM4cOAAPv74YwwNDeF///sf/ve//wEAFixYgG3btmHr1q3TWgT7+1uq1WowDON1hsIVc61motfr8bOf/Qz79u0DANxzzz34zW9+4/bzarVa/OEPf8Bf/vIXxMfH47nnnsNll13GWkcPn89HUlIStFotIiIiUFxcTIcmBwYGAIBKtZP241CioKAACQkJMAmi8ejHnQCAG87Kx8LM74rcvpKJK+Li4rBo0SIsWrQIdrvd6bnq6+uDUqmEUqlEXV0d+Hw+MjMzaZdYenq60+/DdprLFxBjrPT0dFx++eW4/PLLgz6mI6RSKWw225SuzfT0dLS2tgZ0zBknE19BpD0GBgawaNEijI6Ohm1h8TViYBgG3d3d6O7uRnl5uZMvhK/nCRWZSKVSNDU1gcfjYeXKlfQBjYuLw/bt27F9+3aabz5w4AAOHDiA48ePU8nxp59+GrGxsdi0aRO2bt2KrVu3Tvl8vpIJwzDo7e2lE9BCoZD27CclJXl8aGdDnt8fjI+P45JLLsGpU6cgEonw3HPPYc+ePVNeZ7fb8cYbb+CBBx6AUqmkdZFQifyR1FFkZCRtP2YYBmq1mlr6trS0IDY2lhaFExISWG9TXb58OSw2O676Vx0MFjtW5cXj6rXOChCBkokj+Hy+0zHKysoQExNDU2IqlQpDQ0MYGhrCV199he3bt1P5GYZhaGTiS0qQTS+TuSTyCMwRMiHWsET6PDY2FhMTE2GRhgd8S3NZLBY0NDRAo9FgzZo1U2Y8fEEoyIQs3J2dnSgoKEBPT4/Hh5PH42Hx4sVYvHgxbr31VigUChw+fBgff/wxDh48iLGxMXzwwQf44IMPAAAVFRW01rJmzRqfyMRms6GpqQkymQwrVqyAWCyGWq2mOf2mpiaqV5WcnIyYmBgnEpnNkYnjtbW1tWH37t3o6+tDYmIi3njjDbepqq+//hp33nknampqsGvXLjzwwANeC/JsXacrMfN4PNp+PH/+fKehyebmZthsNqdCPlumTc9/2Y+GYQ3iooR4ZHspBPypWldsa+JFRkaiqKiIEoZSqaTS+oODg8jJyaGvPXbsGBoaGgCEJ81FEGrF4JSUFAgEAoyNjTn9/djYmF8SPo6Y9WQilUpRX1+PlJQULFy4kN5YbFv3esN0kYlGo0FNTQ2io6NRWVk57UCSt/OwSSY2mw2NjY2Qy+VYtWoVhEKhX9LjiYmJ2L17N3bv3g273Y7a2lqaDvv2229RX1+P+vp6/P73v0dCQgJWrVqFDRs24Morr3RbKDSZTKiunvTurqyspOlDsvstLi6melXE1ZDY5bLl6RIOfPnll7j88suhVCoxf/587N27d4rpVG9vL+677z689957WL58OQ4ePOjVy51N+NLNFRERgfT0dKSnp9OOI5lMRt0Lo6KiaEosISEhoHz+sY5RvPp1N3gQ4L7zipEhmVpXZCMymQ4JCQlYunQpli5dOuV83d3d0Ol0iIyM9GkodK54mYhEIqxYsQKHDx/GRRddBGDyuz58+LBPPjfuMONk4ummZhgGXV1d6OnpwYIFC5Cdne302nCZVk13LuIfn5+fj6KioqBnZ9giE9IAwOfz6eyNXq8P+Ph8Ph/Lly/H8uXLcdddd0EqleKTTz7BgQMH8Mknn0Aul9MOsbvvvhsrVqygUcuKFSug0+lQXV2NxMRELFq0CAKBgOaiHSEWizFv3jzMmzeP6h+RKWK9Xk//Pzk5eVYOdR0+fBh//vOfYbFYsGbNGrzxxhtOrZ0ajQZPPfUUnn32WSQlJeFvf/sbLrnkkrBOOvvbGuzYceTYfiyXy9HR0QGj0UilQ9xFk+6gNlpx+MN3cWmUEep5Vdi6wH03pqdurlDB8XcwGAw02rTb7T6RCZtpLjY7t9zh17/+Na666iqsXLkSq1evxh//+EfodDra3eUvZpxM3MFsNqO+vh56vd5jysjTYhQK8Pl8KkFN4CjP7sk/PpDzsEEmcrkctbW1SE9Pd/JFIWkoNuYMUlJScNlll+Gyyy6DzWbDiRMn8O9//xtff/01mpubcerUKZw6dQqPPPIIkpKSUFFRgfPPPx+XXXaZzw+bq/7RN998A4lEAoVCge7ubkRERCAlJYUO57HZ7RKIl/0f/vAHPP300wCAnTt34vnnn6ddfDabDa+99hp+97vfQaPR4Oabb8ZNN900I9pLwf7+ntqPiQ8IGdIjKTF3tYaHD3Qg1m4D+MDVld7nbGZCUkSr1eKdd96BTCaDWCzGzp07fUpd22w2Vtqtw1EzueSSSzAxMYF7770Xo6OjtHMwECklYBaSiUKhQF1dHeLj471OZLPhA+8rXCMTk8mE2tpaWCwWn+XZfUGwZMIwDPr7+9He3o7S0tIpuXfyULI9tCYQCLB27VrEx8fjhhtuQEJCApV5IVHLZ599hs8++wy33347Vq9eja1bt+Kcc85BeXm5X91uycnJSEtLc4paOjs76e6YkE+gUUsg7zGbzbjhhhvwn//8B8Dkju/ee++ln+vLL7/EnXfeifr6evzgBz/A/fffH1KrgenA9u/v2n6sUqkgk8modIhEIqHkIpFIsL9pHP9rmsClUZOEHSv2nBaeKTKx2WwwGo2IiYnB7t27fU6z2mw2VtxRw+WyeMMNNwSc1nLFjJOJo+1nX18f2tvbUVJS4nFSnCDcaS6yyCuVStTU1CApKcmjfW2gCIZM7HY7mpubMT4+jpUrVyIxMXHKaxy/61CARD4ZGRm4/PLLUVFRgZ/85CewWq348ssvceDAATQ2NuL48eM4fvw4HnjgAaSnp+Occ87Bli1bsHHjRq+Kt65pTseoRa/X01pLd3c3RCIR/XdPjoZsQKFQ4IorrsCXX34JgUCA66+/Hvfffz+AyXz7Pffcgw8//BArV67EoUOHApaqYBOhnIDn8/nUUx34Tk1XJpNhcHAQUiPwWM3ka8VCADbv3h8zRSbx8fHYs2cP+Hy+X7LybKa55pJiMDALyASY7IRqbGyESqXCqlWr3C6Ergh3Ad5qtaK/vx9tbW1eZVGCPU8gZGI0GlFTM/mEehuQ9FeZ2F8QiXuj0Yjq6moIBAKsX78eIpEIW7duxUMPPYSBgQEcPHgQH3/8MQ4fPoyxsTH8+9//xr///W8IhUKsXbsWW7ZswZYtW7BgwQKn79hbtxjZHefk5MBms0GhUFBJEbPZ7BS1iMViVn67np4e7NmzB+3t7YiLi8Nf//pXpKSkQKVS4cknn8Rzzz2H1NRU/OMf/8CePXtmTX2HYZiwLdCOBlMWmx1XvVIDg1WHkkQ+eCYbGEyaZTEM47b9OJxkMjExAY1GQ2sjgYjFsmnZy7UG+wm1Wo2TJ09CLBZPOxTniHBGJjweD1qtFp2dnawrEjsiEDIhkVJycrJTt5s7hDoyIaKDx44dQ2pqqtsUVk5ODn7yk5/gJz/5CfR6Pb788kt88sknOHjwINrb23H06FEcPXoU9957L+bNm0eJ5cwzz/T52gUCAc3pMwxDc/pSqRSdnZ1UCJF0IgVCrCdOnMAll1wCqVSK7OxsvP3228jMzMTTTz+NK6+8Enq9Hr/5zW/wy1/+krU2WrYwU9pc//h6AA0jOsRGCvDn/1uBt146AWByAW5paYHFYqGCh4T0w0V8w8PDeO+992C1WrF7926/Z8QI2OjmIvcsRyZ+wmazISsry28jpnCRCekgstlsQelW+QJ/5VQGBwfR0tLic6Tkr8y9v9BoNJiYmEBpaalP1xMZGYmzzjoLGzduxCOPPIKenh5KLF988QUGBwfx4osv4sUXX4RIJMLixYuxZcsW7N692+fOOR6Ph5iYGMTExEyJWtra2mA2m50WMF/wwQcfUKXmJUuW4K233kJbWxt+8pOfoKWlBZdddhnuu+8+ZGVl+XS8cGMmyKR2UI2/fdkHAPjttmJkSkR0Y1BWVoaoqCgqeEhIPzIyElarFRqNxuswa7Do7+/HBx98AIvFgqysrKDa0NmK+rVaLUcm/iIpKSkgn+NwFOAnJiZQX1+PhIQE6PX6kBIJ4HtkYrfb0draipGRESxfvtznm5+YioViMLK9vR1SqRSJiYl+6Xk5Yv78+fjZz36Gn/3sZzAYDDRq+fjjj9Hb20s7xB599FHk5+fTqGX9+vU+y+q4i1pkMhldwHp7ewFMpg5dd5kMw+Avf/kLfvvb34JhGGzduhX33HMPbr75Zvzvf//DihUr8Kc//Sng1spwIdxkojVZcccHrbAxwPmL0nD+oskGioULF1K3VFfBQ0L6zc3NGB0dRX9/Px1mTUpKQmxsLCufobu7Gx9++CFsNhtyc3OxY8eOoLqx2ExzcTWTMCGUkYmjLMrChQsRFRVFp2BDCV8iE9JJRtQA/E2hsC0Tb7VaUVdXR22ETSaTz+8lbcruIBaLKVk88cQT6OzsxEsvvYSamhqcOHECvb29+Pvf/46///3viIqKwplnnoktW7bgnHPOwfz58306v2PUkpubC6vVim+//RbAZPr1yy+/pFa58fHxuPfee/HPf/4TAPDDH/4QsbGx2LhxIzIyMvDSSy9h48aNAesahRPhJpNHD3ZhSGlEVnwk7t46OXUuEAiwdetWj+8hpC8UCrFgwQIqx+7afkz+F8igcFtbGz766CPY7XYUFhbi/PPPDzr6YSvNpdPpAtpkzyRmnEwCvalDRSbuZFGUSmVYUmru5lkcQbztExISAu4kY3PKXq/Xo7q6GpGRkaisrMTg4KCTxwRb4PF4KC4uxp49e3DDDTdAIpHgiy++wMGDB3Hw4EEMDg7S/waA4uJiSkT+mKUJhUK6G0xNTcXKlSshk8nQ29uLe+65B6dOnQIAnHvuudi/fz+MRiPuuOMO3HDDDRCLxVAoFLOmyO4N4SSTA83j2Fc/Bj4PeHRHGeKi/LtnSQHecZiVtB/L5XL09/ejubmZqh8nJycjLi5u2uiACJoyDIOysjJs3bqVlfQUG2kuk8kEm83GpbnCBdKuy+aDQWRRYmJiUFVVRcNdNifTvcHbQj88PIympqagve3ZikzkcjlqamqclJHDZY4VGxuL8847D+eddx4YhkFrayslk2PHjqGjowMdHR149tlnERMTgw0bNtCoxZ/5jtjYWKjVatxxxx2or6+nPt4HDhzApk2bcMMNN6C0tJS+fjbrhjkiXGQyojLidx9NqgFfsy4Xy3O+a/u22+2wWCwQCAReN0Xuurkc248LCwtp+7FcLkd9fT0YhqERZVJSktv0dGZmJkpKSiASibBp0ybWivxspLl0Oh0AcGQSLhD2JznXYOFNFiVcxX53ZOI4ac+GCRgbkcnAwABaW1tRVlbmJIrnD5kwDAObzQabzUY7dnx5CF2Pz+PxsGDBAixYsAA33XQTVCoVPvvsM0ouY2Nj2L9/P/bv3w8AWLhwISWWNWvWOOXHzWYz1Go1/XNDQwN27tyJsbExiEQimM1mFBYW4s0330RJSQlkMhnGxsbQ3t5OW5NtNtuMzUb4inCQic3O4K59bdAYrajIisO1ZzgP0KpUKrz00ksQiUReh+Z86eZybD9mGAYajQYymQwjIyNoa2tDdHQ0TYdJJBJERESAz+fj3HPPpXVENsAwDCuRiVarBY/Hm3VdgNNhxskkmDQXMJmzD4ZM7HY72traMDQ05FEWhTgghnqRcF3ozWYz6urqYDQaWZu0DyZ6IN/V8PCw28K/PxL0hJzJe8jMELEvJv/vevzpEB8fjx07dmDHjh2w2+1oaGigxHLixAk0NTWhqakJTz/9NCQSCc4++2zaenzbbbfh+PHjAIDR0VFs3rwZBoMBwKR8zGOPPYYdO3Y4RUhEq0oul2N4eBgWi8Wp1pKcnBzyxg1/EQ4yeen4AE72qxAtEuCxi8oQIXD+LcnvP93C6+8zx+PxIJFIIJFIqPqxQqGAVCrFwYMHYTQasWzZMqeZI7bgztM+EJC24LmQMnXEjJNJoCALTjARg2Mxu6qqyuNOgNwc4SQTjUaD6upqxMXFobKykrW2yEAjE4vFgtraWphMJo+Ff1/IhBAJ2cEJhULY7XYaoZD/drxex6jFHyLk8/lYsmQJlixZgltvvRVyuRyffvopDh48iE8++QQymQzvv/8+3n//fQCg0QcAfPHFF/Q4CQkJ+Pjjj5GXl+f2PEKhEGlpaRAKhTAYDFi0aBG1jSVRC1m84uPjZzxqCTWZNA1r8Oznk23Ad20tRE7i1AXbl4WXNGgE831FREQgNTUV9fX1GBkZATB5LxPxUKKUwIa+m6NzZDDQarWzUsR0OswKMgl0txxMe7BCoUBtbS2SkpKoiq0nsJ1S83Yeu92O0dFRNDQ0YP78+X7P30yHQFqDdTodTp06hZiYGKxdu9areZW339GRSMhmAHA2LyJ1MEdyIdfr+OdAHtikpCQqqW+z2VBTU0OjlurqarfND0lJSdi3b59HInH9fDweD3FxcYiLi0N+fj71BZHJZGhqaqKS+4RcQu1m6O06QwG92YbbP2iF1c5g64JUbF/sXjSQRKLTSakAwZmi2e12HDhwgHbZbd68GRUVFQAwRZXaYDAgPj6e/j7+RgdskclcbAsGZgmZBIpAahmOYoglJSXIzc2d9oYh/x7qIjyPx4Ner0dDQwMqKioCVu/0BpKy8xVSqRS1tbXIyclBSUmJ1+/KE5mQHaYjEXg6DnkQHaNBMnOgVquRnp4Oq9VKc92+1lpcIRAIsHLlSqxcuRJ33XUX+vv78cMf/pD6rRDI5XKsX78eK1asoB1iS5cu9fmcrr4gWq3WKZ8fExNDF69wRS2hJJMnPulCn9yA9DgR7jnX82CpL5EJeU2g34nVasX+/fvR1dUFHo+Hc889F2VlZfTfXfXdDAYDJf6+vj6/249JW3Cw3y3xMuEikzDCX30uR5c/T2KI7sDj8UJehLdYLOjp6YHZbMa6detC1snha5qLCG92dHT4bEHsjkxcowtvROLpekdGRtDa2orS0lJkZmbS6Mbdcd3VWqaDVCrFj3/84ylEAnyX+jp58iROnjyJRx55BKmpqU7ilP7cR56ilsbGRtjt9rBELaEik0OtUrxTOwoeJtuA48Weh/982cUHQyYWiwX79u2jpHDBBRegsLDQ63vEYjGys7ORnZ3t1H48MDDg1H5MCvnudMTYaC+ei1IqwCwhk0DTXP4s8Hq9HjU1NRAKhaisrPS7KOqv1Ik/0Gq1qKmpgUAggFgsDumN5Mt37YsCsS/HdkxXAf4vCgzDoLOzE4ODg1i2bBnVRHONWkhqzDEt4qmI74qOjg7s2rULvb29TkS7fPlyOiCXk5OD6667Dt988w2OHDmCiYkJvP7663j99dchEAiwevVqbNmyBatXr/Zreto1aiFdSMPDw2htbUVsbCwlFneLV6AIhd7VmNqE+//XDgD4cVUOVuUleH29LwX4YNJcExMTGBwchFAoxEUXXeS3FbJr+7HZbKZDkw0NDbT9mJB/VFQUa9PvpGYy1zAryCRQ+EomRBYlKysLpaWlAadFQpHmGh8fR319PXJycpCSkoLGxkbWz+GI6SITs9mMmpoa2Gw2VFZW+tXt4kgmnuojvoJYDms0GqxevdptDtlTrWW6Ij7BV199hcsuuwxKpRJ5eXnIy8tDbW0t1Go1kpKS8Oqrr+L8889HeXk5rr32Wtx4440wm804fvw4rbW0trbi2LFjOHbsGIDJrq/zzz8fW7ZswYYNG3yeYnbtQjKbzTRqIYuXY9QSqDU0wH5kYmcY3P1hG1QGK8ozYnH9mdPXl6Kjo1FSUuLVcoCQXiDXmpWVhQsuuABisZgVjTSRSDSl/Vgul9MmC7FYjOjoaHoPBhOhzEXFYGCOk8l0BXhH69+FCxcGdVOxHZk4SrYsWrQImZmZUCqVYanLeIpMSAeZRCLB4sWL/W42IPUYx1bfQBYDo9GI2tpaCIVCrF692qeF07HWQr5Dx6jFtfX47bffxg033ACz2YxVq1bhzTffhEQiwc0334xXX30VfD4fOTk5OHjwoFO+XCQS4cwzz8SZZ56Jhx56CP39/VSc8rPPPoNUKsUrr7yCV155BREREaiqqqK1lulqTo4QiUTIyMhARkYGXbykUimGhobQ0tLiNPEtkUj8+o7ZJpNXvxnCN71KiCP4btuA3SEjIwMXXHCB19f422ih1WphNptpBDtdWitQOBJ/fn4+bQ0fGhqC2WzGl19+SS0PkpKS/O7M4sgkCIRCUsVisaC+vh46nQ5r164NWueGzcjEarWioaEBKpXKyZaYTakTT/B0jvHxcdTV1QXtZe/Y5hsIkRAVguTkZCfLYX9A3uMYtZD/2Ww2PP7443jssccAABdeeCH+/ve/08iH1CnIzjIjI8PruXJzc6mk/tDQEN5//3309/fj4MGD6Orqwueff47PP/8cd999N/Ly8nDOOefgnHPOwZlnnulzx47j4lVQUOAUtdTV1QGAX1ELm2TSOqrFH4/0AABuO6cQ85PZS8/44/+uUqmwd+9eWK1WXHrppV4jHrZBWsPJ5qWsrIz+PqT9mPw+vrQfc91cMwBPZOIoi+LN+peNc/kLomclEomm+LeEg0xcW4MZhkFPTw+6urqwePHiaRdPTyALlF6vR1tbG1JTU5GYmOjXojUxMUFbovPz81lb8EiKy2w246abbsJrr70GALjxxhtx7733gsfjwWw2g8fjwWKx0Pf4i8jISKxatQrXX389Hn/8cXR2dtKo5ejRo+jr68M//vEP/OMf/0BkZCTOOOMMGrX4s4t2jVrUajV1MvQlamGLTAyW79qAzy5Jxq6lvt87hCi8XYevkYlcLsfevXuh1WrDSiKuIKMDrpYHSqUScrmcth9LJBIatcTFxU35DnQ63Yx+jkBx2pEJ0bBie0aDjTSXVCpFXV2dx9pNuCITkuZy7G5bvXp1wDcwyRPHx8fTgb2mpiZYrVYkJydTyXdP3UmkXburqwsLFy4MSUu0UqnE//3f/+Hzzz+HQCDAH/7wB/z0pz+dMjBJyITH48FqtQbcegwARUVFKCoqws9//nPodDp8+eWXtNbS39+Pw4cP4/Dhw7j99ttRWFhIiWXdunU+N4jweDzEx8cjPj6eRi3EvnhwcBA8Ho/uikm6ji0yeepwN7qleqTGinD/+b6n8ACgrq4OR44cQWlpKc4//3y3r/GFTMbHx/HOO+/AYDAgOTkZu3btmrEUkbtuLsf24+LiYtp+LJfL0dfXBz6fP+X30ev1AZtzBYqHH34Y+/fvR21tLUQiEZRKpd/HOG3IxFHqgw0NK3fnCnShZxgGvb296Ozs9NpmGw7ZFkdrXWL1G0h3G4Hr/Ihrd5Jrnp8QC9kxE2+WiYkJrFixIiQ7sr6+PuzatQstLS2IjY3Fv/71Lyp/7lrEd5x/8Lf12FuXXExMDLZt24Zt27ZR/xdCLF9//TW6urrw3HPP4bnnnkN0dDSV1N+yZYtfnUiOhWK73U6jFqKuK5FIYLFYoNfrkZCQEDCpfN4hw5unJifKH7qwFInR/kX/vrYGe/t34o5oMpmQlpaGXbt2sSqP4i986eZybT8mv8/AwAD+8Y9/4L333kN6ejr9ndjIqvgCs9mMPXv2oLKyktos+ItZQSbB1ExMJhOMRiPq6uoC9vjwBYFGJqQrSS6XY9WqVUhISPB6DiC0si18Ph8GgwHHjx9HUlLStFa/3uCtY8tdnl8qlUIqlaK/v5/uyLRaLRiGwZo1a0KiYXXq1Cns3r0b4+PjyMrKwjvvvEMnoF3h+BsLhUJERkYG3XrsDjweD6WlpSgtLcWNN94ItVqNzz//nMq8DA8P48CBAzhw4ACASSdCQixr1671uZOLz+cjISEBCQkJVF1XJpOhvb0dnZ2d6O7upjvi5ORknxcuqdaMe/872Qb8wzXZqCrwrXXcEb7MkHhrYR4eHsY777xD3REvvvjiGVETcIS/XVyuv09OTg7S0tLw0ksv0dbzzZs3Y9euXbj88stDeOXAAw88AAB4+eWXAz7GrCCTQCEQCGAwGHDs2DGfPNCDPZe/kYnBYEBNTQ34fL5PvhqhttUl16RQKFBcXByUlL1jUduXQrtIJEJWVhaysrJgt9sxNjaGtrY2eoympiYatbBVfPzwww/xox/9CAaDAYsXL8Y777wzbfrAsQvN39ZjfwrGjpBIJLjwwgtx4YUXgmEYNDU10ajlm2++QWtrK1pbW/HnP/8ZcXFx2LhxI1U+zszM9Pk8kZGRyMrKoh2EAGjU4lprcZfLByYX+N9+2Aa53oLStBjctME3IzJXkO/ZX/l5AqKlJRaLsX379rDt4L0h2KHFjIwM/OxnP8PevXvxpz/9CUuWLMHHH3+M7u5uFq8ydJizZMIwDFQqFRQKBcrLy5GTkxNS+QF/C/ByuRy1tbVIT0/3uSsplGRCBgAVCgXS0tJQUFAQ8HEcVX8D6dhSq9Voa2ujnhIGg4FGLR0dHRCLxZRYEhMTAxp2fPbZZ3HHHXeAYRhs2bIF//rXv3zq6COLnGvKypPMi2PrMam92Gy2oKKWRYsWYdGiRfj1r38NhUKBI0eO0KhlYmIC+/btw759+wAAFRUVdBp/1apVPrVzMwwDgUCAuLi4KVELIRciJUIiF7JYv35yGF91KxAp5OPxi8ogEgYWQfsSmXgj56ioKOzatQsREREh1cvzB2xp9+l0OkgkEixfvhzLly9n4crCg1nxKwQ60CaVShEXF+f3dGsg8DXN5aj9VVpa6te1hYpMSCuyWq1GZmZmwLu4YCfagUnfmJaWFhQXF1MvlOjoaOTm5lLvb+LJ7k8Rn8Bms+G2227D888/DwD46U9/iqeeesrnh9zXDYNr1KJSqdDd3Y309HSfBiZ9RWJiInbu3ImdO3fCbrejtraWRi2nTp1CcnIytFotfvnLX2JsbIxK6p9zzjke64buCvAkaiGRo0qloi6TpNai4cfhD4fHAAC/2VSAwtTAI0hfJ+Adv7eGhgaYzWasWLECAGa0PuIObFn2siWncscdd+Dxxx/3+pqWlhYnvbJgMCvIxB84yqKUlZWhv78/LOcVCAS008cTSLpmYmLCLxkS1/OwSSYk1SYQCFBZWYmenp6Aaj++CjV6e39XVxcGBgawZMmSKV4oBAKBAGlpaUhLS6PCiBMTE16L+ARarRZXX301PvroIwCTHSo33XSTX9c63W/sDgqFAnV1dZg/fz7dPJDvylevFl/A5/PpbvW2227DRx99hLa2NgDAzp078eijj+Ldd9/Fu+++C2BSEoYQy/Lly+lCN103l6OUSFFREYxGI0bGJvDbD/pgtjFYlARURCsxPi5EUlJSQLtxf8mkuroan332GQAgPT3dL8fMcIEtbS6tVssKmdxyyy24+uqrvb4m0AyFO8wpMiHSI9nZ2SgtLYVcLvdL6DEYCAQCr/7mjt1RVVVVAReT2WwPVigUqKmpQVpaGsrLy+kO2d8Fkw1plKamJqjVaqxatcrnB8VRGNFTEZ8Qi9lsxiWXXIK6ujpERUXhH//4By6++GK/rpNcqz8YHh5GS0sLysvLneoXjukw16FJgkCjFqvVio8++ggdHR307xITE+lMyyeffILa2lpUV1ejuroajz32GJKTk7F582Zs2bIFUVFRfv2GUVFReKvNjEGNHUnREXh4exHsBhV6enrQ1NREZdtJvcuXYycnJ2P+/Pl0Wt0dSJrr+PHj+PrrrwEAK1asCHvbrK9gS5uLrQn41NRU1rtavWFWkMl0Nx/J9/f29lLpESB8drqA90VeqVTSqe1gmwDYIpOhoSE0NzejuLgYeXl59Dv218/E30K7K0wmE53S9lUaxRNci/hKpRJSqRSHDh3CXXfdBalUiqSkJPz73//GWWedFdA5fCVaMuzZ19fnJELpCk9FfFfZGV+jFpPJhA8++ACDg4M02jx69Cj4fD7WrFmDNWvW4J577sHo6CgOHTqETz75BIcPH4ZMJsObb76JN998E3w+HytWrMC2bduwZcsWVFRUeP1dj3bJ8e8TQwAm24ALspMApKKoqGiKbLtQKHSqtXiKWohpmTfYbDZ0dHSgt7cXwOQmbc2aNbNWmn22pbn8QX9/P+RyOfr7+2Gz2VBbWwtgclbK12uZFWTiDd5kUYIxx/IXnoiLTB27LtqBIlgyITMMAwMDWLZsGVJSUqYc31dr3WAL7UQNOSEhAeXl5ax22pHW4urqatxyyy3QaDSYP38+HnvsMVitVhw9ehSpqal+F/F9iXTJbIxUKsXKlSt9lurxVMT3xWESmPw+33vvPUxMTEAkEmH79u2UnF1/m4yMDFxxxRW44oorYLFY8O2339JaS1NTE06cOIETJ07gwQcfREZGBi3ib9iwwWnWR64z47cfTqbS/m9lFtYXOZOm69wEMZvq7u6mUQvpEPPHo4NhGNTW1lIi2bBhw6wvRrOR5jIYDLDb7WEnk3vvvRevvPIK/fOyZcsAAEeOHMGGDRt8OsasJhO1Wo2amhpqXetaOA53ZOJ4LrKgjIyMuPVDD+Y8gZKJ1WpFXV0dJV53N6QvkYlroX062Qt3kEqlaGhoQG5uLgoKCkKym3z55Zfxy1/+EjabDevXr8frr7+OpKSkoIr405EJaWYwGo1YvXp1ULMx3lqP3Q1MarVaKJVKREdHY+fOnUhLS8Pw8DB9jSdERERg3bp1WLduHe677z68/fbbUKvV+PTTT/HZZ59hdHQUr776Kl599VUIhUKsXbuW1lqea2Ig01lQlBqNm8/23gZMCD4pKYlOe5MOsZ6eHkRERFBimU6jqre3lxLJOeecg8WLF/vz1c4I2Ehz6XQ6AAg7mbz88stBzZgAs4RM3C00RBaloKDA42IkEAhCPjHueC7ycDt6x7M9JBkomRDNr8jISK96ZNNFJsHWRwBgYGCAmmoFqvXlDXa7Hffffz+eeuopAMCll16Kv/71r04ijd6K+LGxsTRqcS3ieyMT8rsTl0Y2Zxumaz0mxlkXXnghJBIJHX51JHxfwDAMUlNTcfHFF+Oaa66ByWTC119/TWst7e3tOHr0KI4ePYon3j2G5K3Xg8fYcEGyFFaTAYjwfZETi8WYN28e5s2bN0WjqqmpCRqNBitWrMDy5cunKOvOnz8fpaWliImJmRNEArCT5tJqtRAIBCEZ4A01ZgWZOMJxxz+dLIqjN3s4yMRms0GlUtHUzYoVK1jvcQ+ETGQyGWpra33ya/EWmQRLJHa7He3t7RgdHcXy5cu9TvsHCqPRiGuvvRZ79+4FANx111246667PF6rP0X85ORkj2Si0+lQU1OD+Ph4LFy4MOT3G4laenp6qLCjzWZDdna2U63FsebiC1zJJzIyEhs3bsTGjRvx6KOPoqenB5988gk+/PwEeop/AACQffpP3PzEPtwuEmHdunV0Gt8fdWlXjar+/n6oVCro9XqcOHECIpEI8fHxSExMRHp6OgQCAQoLC2fFMKKvYCPNpdfrER0dHfL7KxSYNWTC4/FgMBhQW1sLu93u047fkUxCfdPx+XyYTCZ8++23KCwsDGp6fLrz+EMmAwMDaG1tRVlZGZ3bmO747iKTYAvtVqsV9fX1MBqNWLNmTUhmAKRSKS699FIcO3YMERER+Mtf/oIrrrjCr2N4KuJ3dXWhoaEBGo2Gfh4CpVKJ2tpaZGdnByXP7y+am5vx0UcfITIyEldccQUlZ8eoJT4+Hps2bUJERAQsFsu0RfzpIpn58+fj6h//FJ/wV4A3pkOJxIb85Rn4RJqP3t5eHDlyBEeOHMGdd96J+fPn01rL+vXr/frNyXUQQdbx8XEcOHAAVqsV8+fPp8QukUhC6lnPJtjY1LLVFjwTmDVkIpfLUVNTg9TUVJ+LteShCXV7sN1ux+DgIB2YCmW7na/DkY4R3IoVK7y2WLoe31WCPthCO9kEEAn2UBB7Z2cndu7cia6uLsTHx+ONN94IuGOLwDHHTybxyWeXyWQ4evQoYmJiIJfLUVRUhLy86R0E2cKJEyfoXEV+fr5Tkd+x1hIREYH4+HifW499SYv95fNetI7pkBgdgeevXoPUuI20o5IU8b/66iv09PTg73//O/7+978jKirKSZwyPz/f6+dzFNQ0mUw4fPgwFAoFIiMjqYlYX18fhoeHIZPJnGotoZJMCgYkHRnstc1VLxNglpAJGfYrKiryWxYl1EV4s9mMuro66PV6CIXCkPdt+xKZWCwW1NbWwmQy+V2zcUxzOQ4ikn/zl0hUKhVqa2uRlpYWsCXydPj6669xySWXQC6XIy8vD++++y5rU7uOcNxZp6amIikpCcPDwxAKhejq6oJSqfR5Ej9QMAyDzz//HCdOnAAwOVexceNGj7+LuyK+t4FJ8qx4Ot7xHgVeOj4IAHjg/BKkxkXS1xcXF6O4uBjXX389tFotvvjiC0oug4OD9L8BoKSkhBbx3enSkeswmUx46623IJfLIRaLsWvXLqSlpQGYjAglEgliYmKoQKXZbKYuhsnJybPGK92RHIMBIZO5EIm5YlaQCZ/PxxlnnBHQe0PZHkxsbOPi4rBkyRL6gIcS05GJVqtFdXU1YmJisHbt2qCsdUmqJNCJ7LGxsYA3Ab7irbfewrXXXguz2YyVK1firbfeConfCQGZM9FqtRgfH8fKlSsRHx/vVxE/UNhsNhw4cADNzc0AgLPOOgurVq3yemydTofR0VFERUXRYT5vrcfk87mTgFfqLbh732Qb8A+WZ2JjiecOxdjYWJx33nk477zzwDAMWlpaKJkcO3YM7e3taG9vx1/+8hfExMRgw4YNlFxIQR4AvvzySzqkt3v3bqcI2263QygUUgInMxhyuRxSqRSdnZ2IioqixJKQkDBjUYsvkvq+gItMWECgXUyhikxGR0ep619hYSEMBgN9MEO5a/D2PUxMTKCurg45OTl++Yk7gkQmwRTaHQf2Fi9eHJJojWEYPPnkk7j//vsBANu3b8c///nPkO9Eyb1kNBqxatUq+mC7FvFlMhkmJibcFvEDbcr49ttv0dzcDB6Ph23btlFlX28YGRnBe++9h8zMzCn1I9eoxWQyobW1FUlJSVOiFh6Ph/v2t2Nca0Z+shi/2ey7zAaPx0N5eTnKy8vxq1/9CiqVCkeOHKET+WNjY9i/fz/2798PAFi4cCF27doFPp9PXQV37949xcvGVeiRx+NNcTFUKBSQyWRoa2uD2WxGYmKik/d6uBCMuKcj5qr/OzCLyCRQsE0mDMOgo6MDfX19qKiooLtgX3WNgoU7MmEYBn19fejo6MDChQuRlZUV8PF5PB5MJhMmJiaQlJQUUMdWc3MzFAqFXwN7/sBiseCmm26iQ1Q33ngjHn744ZDvOi0WCwwGAwDQITt3cDWgUqlUTkX8hIQEGrW4trx6w8qVKzE4OIgVK1b4rJnkmKL0BpPJRKNsQlKOUcu7taP4tF0GIZ+HRy4oRqQg8Hs8Pj4eF110ES666CLY7XY0NDTQqOXEiRNoamrC4sWLUVxcDI1Gg6amJkRFRWHz5s1OUed0Lf8CgWBK1EJInqhPk2n8UEctbOpycZFJkAjGIIutArzjtH1lZaXTDiFcbciuQo9k8R4fH5/WXMsbSGorNjYW6enpaGtrg8ViQVJSEl34pqsDkPqR3W7H6tWrQ1I3UKlUuPzyy3HkyBHw+Xw8+eSTuPbaa1k/jyuMRiOqq6v9Tlc4iiKSQT2pVIqJiQl0dnYiMjISKSkpSE1NdTuJr9PpKOFERERg9+7dfj0Lvig4k9RoamoqysrK6PHJe7ontHjy014AwPXrc1CaFu3k6zKdw6Q38Pl8Kp1y6623QiaT4dNPP8XBgwfx5ptvYnBwEHq9Hm+//TaASdfPAwcO0Aja13M6Ri25ubmwWq00amltbYXFYqFRS3JyMuvdhmzMmACYESkVtjBryCRQsBWZEOkPsVjsduiP3NShbkN2LJCbzWbU1NTAZrOhsrIy4AfAsShL1JaByc/saKsrkUjowhcbG+u0qJE5C7KzDcUur7+/Hzt37kRLSwtiYmLwr3/9C9u2bWP9PK7QaDSoqamhO9xgIBaLkZOTQ9MwcrkcExMTdBLfkbxVKhX27t2LxYsXY/369QD831RNF5mQuaicnBy3w78Wmx13fNAKg8WONfkJuObMAsChnsamwyQwGfHt2bMHe/bsgc1mQ3V1NR2YrK6uRnx8PL3GYIaRSbNMamoqGIaBTqeDTCbD+Pg4jVocay3BbhDZFHnkIpMZAhtkQtSIvdUiyEMUShdEch6r1QqNRoNTp04hISEBixYtCjgP782DhNQB5s+fD7PZjImJCUilUvT29iIiIoISC8MwaGxsRE5ODgoLC0OS5qupqcGuXbswNjaGjIwMvPPOO1i6dCnr53GFTCZDfX098vPzkZ+fz2qbuUAgcFrQHMn722+/pXYA7e3tAUd63lp9ZTIZ6urqUFRU5NFX59nPe9E4rIEkSohHL1oAPo8HOJCFLw6TgS6iAoEAq1atwqpVq3D33XdjfHwcKpXK6bOxsUDzeDzExsYiNjYWeXl5TlFLS0sLrFarU60lkE0bW5GJVqtlTZop3Jg1ZBLoAhVMNxfDMOju7qY2ptNZoIZDC0wgEEClUuH48eO0+B/od+NIJNO1/YpEIirYRwqbExMTaGhogNVqRVxcHMRiMSwWS1DKv+6wf/9+XH311dDr9Vi4cCHefffdsPhVEPn4BQsW0DqUJ6fFYOE4iW82m3H06FHYbDYkJiYiNzcXx48fR3JyMm1J9jX69eRYODY2hsbGxinS+I442afEC0f7AAC/u7AUGZKpEh6OMi+uXYBserUAoBI4jp8tFCllT1HL2NgY2tvbER0dTYnF16iFrZqJTqcL6zwTm5g1ZBIoAl3giWCfSqXCmjVrIJFIpn0Pm14j7sAwDJRKJRQKBZYsWRKUrpU/ROIKIn0hl8sBAOXl5TCZTFQhWSKR0FSNazrMX/z1r3/FbbfdBoZhsHnzZrz66qs+/RbBgGEYKiS4dOlSuhN0XBxDhZqaGhw6dAjApLz3BRdcQDcQrkV8Ehl6K+K7i0yINlpFRYXHTju10YLb3msGA2Dn0kxsWZDm9nWOcK2dhMKrxRHh0NxzF7UQSf3m5mZK+CQl5kkzi600F5FTmYs4LcjEX7MnIoooEolQVVXl8047lJEJsSJWKpVITEwMmEjI7jEYaRSbzYaGhgbodDqsWbOG3twFBQUwmUy0wNzd3Q2RSER3ef5IvdtsNtxxxx3461//CgD40Y9+hKeffjrksjh2ux1tbW3UDdOxG81sNof03F9//TW++uorAJN+Hps3b6bfl6cifldXl9ciflZWFjZt2kRlR0jLtjdtNIZh8MD+doyqTchNEuPObUUBfR5/Byb9jVpcW4PDAaFQOEUkVCaTYXR01ClqSU5ORnx8vFMtla3IhCvAB4lgurm8OSC6QiqVoq6uzidRRFf4KnXiLxxdGgsKCqBQKAI6jutEeyBEYjQaUVtbC6FQiNWrV09Z3CMjI92mwxyl3knU4omkdTodfvzjH+O///0vAODBBx/EzTffHPKFw2azob6+HgaDAatWrZqSG/fnPgoEZI6iqqoKVVVVHj+vL0V8x7mW5ORk6mMzOjo6bcv2hw1j+KhpHEI+D09cXI4YUfDLQLBeLe4QjsjEGxxTk/n5+bBYLDRqaWpqgs1mo63HZrOZI5OZvoBg4WtrMEltdHZ2ory8PCDrT7b92YHJbpvq6mrq0jgyMhLQObwV2n2FWq1GbW0tkpOTsWDBgmmP4djnX1ZWRqfEBwYG0NzcTNNhqampVCJidHQUe/bsoXL5L7zwAnbt2uX3tfoL0hlHir7uIiCTyRTSa1i4cCFSU1Od6gLTwVMRf3h4GK2trYiNjUVycjI0Gg10Oh1WrVrlNU0yoDDgwf+1AwCuPysfFdmhSSn669XiLmqZaTJxRUREBNLT05Genu4UtYyMjEClUlHZneTkZEgkkoCunWsNnkH4knoiKSS5XB7UrAbbaa6RkRE0NjaiqKgI+fn59IHyl0zY8CAZHx9HY2MjCgoKAnKMdJV6J4ORUqkU3d3diIyMhEqlws0334yhoSEkJyfjrbfewtq1a/2+Vn9B2polEgkWLVrk8SFnm0yMRiMOHTqEDRs20AXCHyJxheN3TDrwent70draCmCyO6+7u9tjEd9qt+P295qhM9uwIjceP10XnkKvL14t5PO53r+ziUwc4Rq1tLa2wmg0wmQyoaGhAQzDUBHR5ORknzr1SDMARyYzhOm6uQwGA2pqasDn890KzvkDttJcjp72S5YscVpg/D1HsERCputJR1swi50jIiMjnYyR9u3bh2uvvRY6nQ7Z2dl4+umnkZubC7PZzHp3mCOIfHxWVhaKi4u9fj+OZBJsN5dGo8HevXshlUqh1WpxySWXsJ7G4/F4aGxsRFdXF0pKSrBkyRKvRfznv+hD7aAacZFCPHZROQT8mRET9Ba1kHvf1dV0tpIKASGXwsJCMAwDjUYDmUyG4eFhtLW1ISYmhqYkvUUtHJmwgGBqJp4WX7lcjtraWqSnp/uUtvHlXMGmuUgXmVqtnuJpD/jXMRasB4ndbkdLSwtkMhlWrlwZsi6q1157DTfeeCOsViuqqqrwwgsvwGazob+/H83NzYiPj6eLHpuKqSTa8jZn4Qi2aiYymQxvv/02NBoNYmJisGnTJtaJhMijkHtaKBR6LeIPGiPwfPXkc3LPecXITpgdTn7uohar1Yre3l6IRCJayGej9TiUsNlsdFPE4/EgkUggkUhoBElqLY5RCyEXx81UOMmkt7cXDz74ID799FOMjo4iKysLV1xxBe6+++6ANnizhkwChTsyYRgG/f39aG9vR2lpqU8LiS8INjIxGAyorq6GUChEZWWl2x/MFzJho9BusVhQV1cHq9UatJe5t+v83e9+hyeeeAIA8IMf/ADPP/88jQ4LCwthNBqdusMiIyNpAd+f7jBXkPZYf6ItNtJcQ0NDePfdd2E0GpGYmIg9e/ZMETAMFqQbMSEhATweDx0dHVO+J8civkpvwsN/OwE7Y8OadB6iJ5pRWztK612zySKWx+Ohq6sLUqkUK1asQGRkZMhaj9mEt24u4pSZkZFBoxZH5Ym4uDi0t7cjLS0NBoMhbBPwra2tsNvt+Nvf/oaioiI0NjbimmuugU6nw5NPPun38U47MiHeKKT1MzExMWTn8gcKhQI1NTVIS0tDeXm5x4dgOjJho9Cu1+tRU1ODmJgYLF26lHXrYWByYb722mup5tLtt9+Oe+65ZwrpRUVFOaXDSOdSY2Mj7HY77Q5z3cF5AkkhDg0N+W0dHCyZdHV1Yd++fbBarcjMzMTOnTtZnxkgtggZGRkoKSnBN998A8B7ZP/owS6MaiyYlxCFP1+1ErAYpxTxCbE4ypmEGwzDOImIOnbbhaL1mE34OrToGLUQBWq5XI5XX30V77zzDoRCIW699VZcdNFF2Lp1K2tpZ3fYtm2bk1xRQUEB2tra8Nxzz81tMmFD6NGxxbaqqor1HVegaa6hoSE0NzejpKQEubm5Xj+rNzIJdn4EmCQ10ho9XQ0hUMhkMlx22WX46quvIBQK8cwzz+CHP/zhtO9z7VzSaDSYmJhAX18fmpqaEB8fT//d3SAf2UioVCon+XhfEUyay26344svvqC2s9u3b2e9FqRQKFBbW0ulXxzlfTz9jvsbx7Cvfgx8HvD4xeWIi4oAoiKcivgymQxSqRQ1NTXg8XhObcfh8mC32+1obGyEVqvFypUrpzy77tJhoRyY9BeBDi2SqOXPf/4zbrvtNixduhQlJSX485//jKuvvhqvvfYaLr300hBcsXuoVCqfXVtdMWvIJFCQaIE8aKTFNhRChIEUx9va2jA4OIhly5YhJSVl2vd4Iiw2OraIfEhpaWnI5Eq6urqwc+dOdHZ2QiKR4PXXX8fGjRv9Po7jDs41HUYG+QixJCQkwGaz0bTdqlWrAmq0CGZokc/nY9euXTh16hTOPPNM1u8/Im1TUlLi9Nt5i1CHlEb8bv9kG/B16/OxLGdqus2TnH5PTw8aGxtpET8lJSVkDoB2u53O/6xcudInEvZUxCdDu+GOWtgYWjSZTGAYBg8//DAeffRRjI2NhczR0x06OzvxzDPPBBSVALOMTHg8nt9dNCRFc+LECZSUlATU1uor/JG7t1qtqKuro3L2vu6S3YlJBltoZxgGXV1dGBgYcJIPYRvHjx/Hz372M1RUVCAzMxOPP/44lixZwsqxXdNhZDfd0NBAjYmioqKwdOnSgB9AfyMThmEwNDREF3eJRBIQcU6HkZERNDc3Y9GiRVNcJj0JPdrsDO54vxkakxVLsiW47szp24A9yemTDjEyiU/qWWwQJtkEWCwWrFy5MqBIKBQDk/6CDW0uRzsCAAE7it5xxx14/PHHvb6mpaXFyfp6aGgI27Ztw549e3DNNdcEdN5ZRSb+wm63o719cudVUVERlJaVL/A1MiEF0sjISLdy9tOdg+y0gO8iEvJvgUijNDY2QqPRYPXq1SEr7r3zzjt44oknsGPHDtoVdujQIbS1taGoqAiFhYWsFaIFAgGVvFCr1aiurkZUVBQYhsFXX33l1BLrz+f1pzXYarXio48+QmtrK7Zv347S0tKAP4839Pf3o7Oz0+MmID8/nw7TOeIfX/XhVL8K0SIBnthZDmEAi6e7SXypVIqWlhaYzWYkJycHVcS3Wq2ora0FwzBYvnw5ayk1NgYm/QUb2lxsGWPdcsstuPrqq72+xtF8bXh4GBs3bkRVVRX+/ve/B3zeOUsmJpMJtbW1NFJgu2PGHXypmchkMjrX4K9cCzkH8N1D4Ljz9JdIyHfE5/OxevXqkMxzMAyDP/zhD7j33nuxbNkympoSCARQKBTo6+tDX18fDh8+jJSUFOzYsSPgnKwr5HI56urqkJeXh/nz54PH48FoNGJiYoKmw6KioiixTKcA62tkYjKZ8P7771PL3lCIf5Jokjgverq/SbTmiPohNZ79vBcAcM+5JchJDN4IytMk/sjISEBFfIvFQhUJli1bFjIXxEAGJgMhBTbSXGy1BZPfyRcMDQ1h48aNWLFiBV566aWgCHFWkYmvaS5i+JOQkIAVK1bgyJEjIZeGB6bv5urv70dbWxvKysqQk5MT0DnIj+naW+8vNBoNamtrkZiY6LV7LBhYLBbcfPPNeOmllwCApniSkpKwZ88eyOVydHZ2oqurC0NDQ1AqlU5zNR0dHeDxeMjLy/N7V0pSP47y8cBkOozspokCLKk32O12uuClpKRMOafJZJr2N9bpdNi7dy/Gx8cRERGBHTt2YP78+X5d+3RgGAatra20I9GfBUZntuK295phtTM4d2EatlcElirxBneT+P4U8c1mM43cKyoqQm7H7AhfBiZdXxcuCXq9Xh+yupQ7DA0NYcOGDcjLy8OTTz6JiYkJ+m+BZHlmFZn4guHhYTQ1NaGwsJDuRtm07vUGT2kuu92O1tZWjIyMYMWKFUHtvMmN1N/fj4yMjIBaS8nimZ+fT78jtqFWq3HFFVfg8OHD4PP5eOKJJ3DWWWdh//79dLeXlJSE1atXY/Xq1TAYDHQBJjh69CikUimEQiHy8vJQVFSEgoICr4unJ/l4d3BVgFWr1ZiYmEBvby+ampqcvNpjYmJgMpm8KiooFAq8/fbbUKlUiI6Oxq5du1hPrZKuJo1G41aM0hUqlYrqOcXFxeGxjzvRLzcgMz4S953v3uiNbfhTxI+IiEB1dTWio6OxePHiGZ0TmS5q8bWITwhptqS5fMUnn3yCzs5OdHZ2ToluA1GAmDNkQuojg4ODWLp0qVMYFw7TKnIe15QG8UU3mUyorKwMaq6AHLusrAzj4+Po7u5GTEwMDVslEonXxYFhGAwMDFAxy1DWkH7+85/j8OHDiI6Oxssvv4zzzz+fakS5uxHFYrGT6Y/dbqdyKmq1Gl1dXejq6gIAZGZmory8HMuXL5/y+VpbWzE+Pj6tMq4reDwe4uPjER8fj6KiIqcJcWLjOjg46HF3qdVq8frrr0Ov1yM+Ph579uxhdYYJmIxG6+vrYTabsWrVKp/SkidOnEBNTQ3Wrl0LQ0op3qkZAQ/A4xeVQxIVnrZeR0xXxGcYBmKxGFlZWawbkAUL16jF19Zj8tyykeYKJ5lcffXV09ZW/MGsIhNPCyVZsI1Go9vOqGDcFv2Ba2Si1WpRXV2N2NhYrF27NihrXcdC+7x585CTkwOLxUIXvOrqaqe8dVJSktNOiPh0jI+Pe82xs4UHH3wQnZ2deP7557Fs2TIAmPJweQOfz8emTZtw9tln0/pGV1cXRkZGMDIy4hTdkWhEoVDAaDRi9erVAVmrOsKxuGy1WiGTyWA0Guk9qFKpMDo6StM0MTExWLBgAQYGBrBr1y7WJS/MZjNqa2shEAiwcuVKn+8lsiDrzTbc92EbAOCaM/KwMi+B1esLFOR7TklJwcmTJxEdHY3o6Gi0trayUsQPFfzxaiHPbbBkotVq56wuFzDLyMQdyMRvXFwcKisr3T5kMxGZTExMoK6uDrm5uUEN/7lOtDsW2iMiIpzSB8Q7pKWlBRaLBcnJyUhLS0N8fDxaW1thMplYWWh9QUFBAY4dO+ZEaP6QCQGPx6OpqMrKSmi1WirjTTA0NIS9e/dCIBCgoKAA3d3dKCgoYO1zCoVCpKenQyKRQCwWQ6fTgc/no6enBw0NDdQ/ZM2aNTjjjDNYb2QwGo2orq5GTEwMFi1a5NeiRL7rQ20yqI1JWJQVh+vPymf1+oKFTqdDdXU1UlNTUVpaSmujwRbxw4XpWo+1Wi2AyciS+NYHqkwRzsiEbcxqMhkdHUVDQ8O0XujhJBMiQtfR0YGFCxc6FX/9hWPxb7ouEj6fT4XhSktL6XR4T08PdDodhEIh8vPzA76WQOB6vUKhENHR0UHtMGNjY51mUxxdMc1mMzo6OmjhPjs7G4WFhSgvL2dlR0dqJuQ6RCIRZDIZioqKIJPJ0NHRgejoaFpncXTaCxRkoSUeMoHMEAHAgNIEcQQfT1xcjgjB7NCrAiZ326dOnUJmZqbTpivYIv5MwpEsVCoVWlpaMH/+fAgEgqAGJsOd5mIbs4pMyI3GMAw6OjrQ19eHioqKaYd3wlWAByY7mHp6eoLyRQGCm2gn0+F2ux0DAwPIzMxEXFwczUv7U2dhE/n5+bj++utZOx7p2istLcUFF1yAsbExdHV1obOzExMTExgcHMTg4CDS09MpmZhMJkRERAS0yDuSSWZmJj799FMAwKJFi7B8+XKaDiNRKYCgFjwyI5OdnY2ioqLA5HF0k7MxDIC7thUjP3n2+IdrNBqcOnUKOTk5KCgo8Pr5ZsMkvr/QaDSoqamhremA54FJx3kWb/Lzvrb0zkbMKjIBJhfr+vp6Ojnuy44zHJGJyWRCc3MzGIZBZWVlULtvNqRRRkZG0NLSguLiYtqGnJeXB4vFAplMhvHx8WnrLLMZpCOtsLCQFu7JYnPGGWdApVKhq6sLfX19Tp0oR48eRXNzMwoKCmjHn68T8YSIduzYQZsX1q9fj4ULFwL4Lh1GnPZUKhVVO25sbERiYiKNWqZrxCAzMvPnzw84ojRYbDjZp0QGgKLUWOxcmhnQcUIB4iBKOgr9wUxM4vsLEnHl5uY6fb5gBiZ1Op3TMOFcw6wiE61Wi2+//RbR0dF+TY6HmkzIDot0DwUq1+FaaA9UGqW7uxv9/f2oqKiYovcVERFB5a691VnczVnMFgwODqK9vR0LFy70GJXGx8dj+fLlUzq+hoaGYDQa0dzcjObmZvD5fOTk5Pg0hW8wGMDj8bBs2TIwDINzzz0XixcvdvtaHo+HhIQEJCQk0AWPDEu2t7fTdFhqauqU/D/xWSkrKwsqTfrEwU7oTFZACGxbmD4rduvAd4KUhYWFrNg/hHoS319otVqcPHmSRlye4O/AJJFTmauYVWRiMBiQnp6OkhL/+uNDSSZjY2Oor6/H/PnzkZOTQwck/e3ccvUgCWSi3Wazobm5GUqlEqtWrZo2avNUZyEqvGTOIi0tjZVi9sTEBA4dOoSYmBhs377d7/c7aogtW7YsoNbbK664AkNDQzQd5jiFf+LECfzsZz9z+70bDAZ0dnaCz+fDYrGgv7/fI5G4g1gsRm5uLnJzc53SYbW1tQBAp/BNJhM6OzuDdrX8tE2KN08NI4+fiA2L81CQFxrhTn8hk8lQV1c3RZCSLUw3iU9SvKEq4pOIJCcnB4WFhX6911vUYjKZcOrUKb+POZswq8gkLS0toAVEKBSy7t9NIoDu7m4sXrwYGRkZlLCC8WgPVK6BtI4CwOrVq/2OjlxVeB130h0dHazUWSwWCwYHBwNqS7bb7dTLIhgNMRKJ5OTkYMOGDU5T+GlpafRz2e12vPLKK8jKykJhYSFiY2NhMBggFArxyiuvTIl4/IFrOkypVEIqldJ22Li4OBiNRhgMhoBIfEJjwj0fTs70nL2mApeeUxTwtbIJkppcsGABMjNDn3JzLeKTVnqpVOpE4mwV8QmRzJs3L+hF3zFqsVqtuP766yESiXD55ZcHddyZxKwik0DBdmRCxBEVCgXWrFlDhQvJDRBOj3Zg8iaura2FRCJhTV7fcSdN6iyO8ywpKSlIS0vzq84SSGsw8J3CssViCYgovcFxCt9xSG54eJguPPX19bjyyiuRmJgIk8mE1tbWoMjEESQdRqQqlixZQvXD2tvbERMTQ6MWX3bSdobBXR+0QKG3oCwjFjdtnB059rGxMTQ2NrpVNg4XXFvpXYv4xA8nkCK+TqfDqVOnkJ2dzWpdw2az4YYbbsCpU6dw/PjxoNKeM41ZRSZsGGQFC2KwxePxUFlZ6bSwkajC18WSDSKRyWSor6+nYXUo8uK+1FlI1OJtdxcImZDvOzIy0q9hvUDg+N1lZmZiz5496OjoQG1tLV599VUwDMP6DIndbkdLSwvkcjlWrlxJIy5HEnfcSZPFLjk52e138dq3g/iqW4EoIR+/v7gcBp0GaosFsbGxMzb0R5pBKioqZk030nRFfJFI5GQP7W2DptPpcPLkSdqKztYzaLfbcfPNN+Orr77CkSNH5jSRALOMTAIFW5EJ6UBJTk7GokWL3O7IfTkXKbQH64o4MDCA9vZ2lJeXhyVtAEyts2i1WoyPj6O/vx/Nzc20zkLcDh3h2NrtC7RaLWpqapCUlIQFCxaEtdNMIBAgPz8f2dnZdCE3mUys9vnbbDY0NDRAr9dj1apVUxZ7VxIn3WFdXV10WJIseGKxGG1jWjx5aFJy5rYtRShMjcE777yD7u5ubNu2za8aD1sgzRJLliwJmU8OG5iuiO/4XTv+ToRISDqUTSK57bb/1957h0V55vv/76FXkTYUUUAQbEgHWwxGolGqNRvPJronm+yJmrK/TTuJ2eQkJ4lZs64n0U3cNJOcr1kLILZgBTEaG01BOgydmaG36fP8/uA8z85QZ4ZnmBm8X9eV64oDzNzT7vdzf9r7dVy6dAnZ2dmsFCoYGiIm/0dLSwuKi4sRGBjIWKKOxHieJkMT7bpWbFVUVKClpQURERGsz4DSFNWYNO12KBQKIRAIRsyzaHMyoUtjZ82aNW4PwmQhkUhYG0Mjk8lQVFQEpVKJ6OjoceP1qlfSQUFBGBgYgFAoBJ/PR3l5OSxt7PBxngIyBYW4Oa54MnLwKnY82159Qnut6FosYSiGJvH7+/shFAqHJfHt7e1RUVEBb29vnfuARkKpVOLtt9/GqVOnkJOTw/rUaUMxJcRkIrO5KIpCVVUV6urqEBoaOm6FzVieJkNHo+hypS2Xy3H//n2IRCLExMQYVamg6nj3kfIsdDJ5PDFpbW1FSUkJ5s6dixkzZkzG0kdFdYOQSCTgcDiYN28e5syZg7t37yIgIEDrjZIesW5lZaWzV4ednR18fX2Z3qH3TpWgvrsTjpbAOrcOPHjwAO7u7moXLZMJj8dDbW3tpMyB0yccDgcODg5wcHBQS+Lz+XzU1tbCzMwMYrEYfD6flSQ+RVF4//33cezYMWRnZyMw0DiKJ9jAqMRkIjkTXcSE3rh7enoQGxur0RTa0U4mbORH6PyBlZWVRlezhmSkPEtdXR3MzMxAURSKioqG5VkoikJdXR1qamoQGho6rEfG0PT19YGiKKSmpsLa2hrZ2dnIzs6Gq6srAgICEBgYCC8vrzE3bpFIxMySGy1Uqi03eD3IKOkEAOzdFIKFrmZoa2tDZWUlOjo6AAye9MRisd7zJnSVY0NDAyIjI5nilKmCpaUlnJycUFlZiVmzZoHL5bKWxKcoCh9//DEOHz6M7OxsNdvcqYBRiQmgmw+8LmJCf+ktLS2xZMkSjROvI51MVOfx6Cok3d3dKCwshLu7O+bOnWsyneqAep4lPDx8xDyLm5sb+vr60N7ejqioKKPchPr6+mBubo7Kyko4OTlh2bJlaGxsRHt7O9rb25mG2ieffHJEIaSnSHO5XGag4URp75di96lSAMDTsT5YMWfwcV1cXBAUFITa2lr09fWhp6cHv/zyi15H6dCn+ObmZq1Nu0yFgYEB5OXlqfW7sZHEpygKf/3rX/Hll1/i8uXLzFSFqYTRiYkuaCsmnZ2dKCgogIeHh9aJX9WTiWqinZ4WqsuXl8/nM4Zfs2bNMor8ga6MlGfh8/ng8XiQSqWws7ODQCAARVGTOjdsNFQvXORyOWxtbXHixAkkJSXhySefhFgsRm1tLaqrq1FTUwO5XK4W9rp37x6USiXc3d1RUVHBag6IoijsPlWG9n4Z5nDt8f+tGl6SSj9OYGAg/P39mc0uPz8fZmZmTNmxq6vrhErKKYpCeXk54/5oygMJR0MkEiEvLw9cLnfExmldk/gUReGzzz7D/v37ceHCBbVBplOJKSUmFEWN+yVubGxEaWkpgoKCdNq4VR+LjUQ7HXueaEe0sWJmZgY+nw87OztER0czbof0Zqc6N2yyZywpFApkZWUx/6YoaliOysbGBvPmzcO8efOgUCjQ2dnJrJOiKNy6dQtdXV0AAGdnZ1hZWcHBwUGtQVJX/nm3GVcr22FlPlgGbG0x/PVRzc8N7bPo6upimlJVR+m7u7trFQ6jKEqtvHkyLA4mG5FIhLt378Ld3V2jCRyaJPFzcnIQFRWFiooKfPLJJ8jKykJUVNQkPaPJx+jERNcwF4Axx5zQV1ZNTU0IDw/XOV5Pi8lEE+10/0F7ezuio6O1cg00VqRSKTIzM6FUKrF582YmB+Tg4MD4dNjZ2Q3rZykrK1PrZ3Fzc2O932Mkfv31V5SVlcHMzAxr1qzBe++9N2aeim7mpFEqlfD390dFRQX6+/vR2dmJGzdu4MaNG3B0dERISAiWLVum09qqhP34y8UqAMCf4gMQ5DFySGn+/PmYMWPGsAnWZmZmcHFxgYuLC4KDg5nNrrW1FeXl5XBwcGBe67FOiEqlEiUlJejp6UFUVJRRGVixhaqQ6BKeHCmJLxQKUVBQgP3790MikSAuLg61tbUIDg42qco3bTA6MdEFWkBGExO6TFMkEmHx4sUTOqLTYa6JJNpp50iFQoGYmJgp9QXl8XgABkOJxcXF8PT0HPFKbyL9LGwRHR2NhoYGLF68mOnj0aZpsrm5GWZmZtiyZQtsbW1RU1PDVAb29vaiv7+f+V364sHf33/c5yOVK/Fa+gNI5EosD3DBb2NGr3jTtFPf3t4e9vb28PPzU3PwrK+vZ06IdLOk6mBCuk8mKiqK1ckExgItJG5ubqzluegTYmJiIq5evYq//vWvaG1txZ49e/D000+jqKiI5EyMFXpo4kh5E9p8yNbWFosXL55QhRRFUbCxsWGSnlwud9RO5dHo7+9HQUEBU+1jiPHZ+kL1i5ifn4+goCA13/ex/m6kfhY6RGNnZwcul8tKUlkkEsHGxgYcDgfW1tZ48sknmflZgGZiojq5OSIigjkVhISEICQkhBkUqXrabG5uxrlz58DhcJi+hcDAQDV7Ypr9V2pQzu+Ds50lPkyZy3peabRwWEVFBSQSCVxcXODq6gqBQAC5XI7IyMhJOSlONmKxGHl5eXBzc8Pcuey9zhRF4ejRo3j11VeRnp6O1atXAwA+/PBDNDQ0GLwcXl9MGTEZKQnf3t6OwsJCeHt7Izg4eEIVUnR+xM/PD25ubhAKhaiqqkJxcTFcXFyYzW6sLx3dqOfj48NqE5SxoPr6BgcH69zVO1Y/y0TyLEKhECdOnEBERARiY2OZ2/ft24fe3l4AwJo1a/Dpp5+O+lmhw6V8Ph9RUVEjhictLS2HDQKUyWRwd3eHUChEU1MTmpqacPXqVTg7OyMwMBChoaFwdnbGjZoOHL7ZAAD476S5cHcY+zTQ09MDiqJgb2+v0yga1XBYUFAQ+vv7IRAIUF1dDblcDgcHBzQ0NMDd3R2Ojo5T5jMrFotx9+5duLq6siokAJCRkYGXXnoJx44dY4SEhvYemooYnZiwNZ+rvr4e5eXlmDdv3oRGYQ/1IDE3N1fzsaC/fHRi38nJifE0V01UNjU1oayszCga9fQBRVGora1l/s1WD8loc8O0zbM0NjYiPT2dMTmLjIxU23zp99fW1nbUcA6dP+ju7kZMTIxWiWh/f3/4+/szpl7V1dWor69HZ2cn7ty5MxgKtHbAf54shS2kSAmfgZXB47+Gx48fR0dHB37zm99MeKPicDiwsbFBe3s7HB0dMX/+fGbicV1dHSwsLJgEviEKJtiCFhIXFxfWheT06dP4wx/+gCNHjmDdunWs3a8pYHRioiv0yUSpVKKsrAwtLS2IioqaULJLk452e3t7ZqMYOm6ETnLS5bHh4eEjhjVMHdVhhqq3sY2ueZaqqiqcPn0acrkcM2bMwIYNG4ZdxdMXIqPlrxQKBYqKiiCVShEdHa1z/kDV1EsikYDH46Gurg6enp545UQJhH1SrHEUwL6iGMePlzLNkqP15bA5TkUmkzG9V6GhoUzBhLe3t5qQl5eXM+Ew+vU2lXyKqpDMmzePVSH5+eef8e///u84fPgwUlJSWLtfU2FKiYlEIsHdu3chlUqxZMmSCSVudRnUODQ8w+fzUVNTA4lEAmtrawiFQmYk+VQJF8jlcty7d4/ZZG/fvs303egTTfMs7e3tuHbtGiiKQkBAAJKSkkbMm40lJjKZjJkkHRkZydpkAmtrawQHByM4OBjH85txqawNFmYcLHTloIOvBI/HA4/Hw+XLl+Hu7s64RXp6eg4bqjnRz5NUKkVeXh5sbW2xaNGiYRdOqkI+Uimso6Mjc2ox1nAYnSNxdnZmXUguX76Mbdu24auvvsLmzZtZu19TwujERNc3mMPhoLy8HNOnT0dERMSERpmzMRpFoVCgsbERtra2iI6OZlwOi4qKwOFwDNpfwRYSiYQZ/0KPj1etBJpMRsqz3Lp1CxUVFQAAHx8fLFu2bNRcCC0mQ0NldHmzra0tQkJC9PJe1bYNYM/5SgDAH1fNxu+WqJt6NTU1MUJZVlaG3//+98zfsjGbi3b5o0u4x7uvoaWwUqmUqQ6jw2F06NFYPt/0c5w+fTrmz5/PqpDk5uZi69atOHjwIJ566inW7tfUMDox0QWhUIje3l5mnMdEPij0aWQiQtLT04PCwkK4uroyHfa2trbgcrlM9YxAIGDi/vQVnTH7sg9ltPHxr7zyimEXhn/lWWbNmoWKigosWrSI+f+SkhK1PItqWTmgfjIZGBhAfn4+swHpY8SNVKHE6xkPIJIpsdjfGdsWD+Y9VE29BgYGUFNTg+rqarVclEwmYwoHdF0b3fXt7Oys8yZrZWUFb2/vYeEw2llS9fU2RDiMjljoQ0iuX7+OLVu2YN++fXjmmWeM8kQ2WZi0mNAd5FVVVcwxW9c3c2iiXVchEQgEKC4uhr+//4ij7Ic2k/X29kIgEIDH46GkpEStMsxY49CdnZ0oLCw0qvHxIxEeHg4ul8sUPNCe4ap5FjoXQZ9M6Ne8t7cX+fn58PLywpw5c/T2HA/k1KKkpRdOthb4OGUezEZ4HDs7OyxcuBALFy5kbqMoCqdPnwYAhIWFDWta1AR6DhWbpbFD81p0OKypqQmlpaVwdHRkTuUODg56/+zQJxInJyfWheTWrVvYtGkTPvroI/z+97832u/BZGF0YqLpG0JX1rS1tSE6Ohr19fUTGkOvmmin+1a0vY/6+npUV1djwYIFGlmXqvqyBwYGYmBgAAKBAM3NzSgrK8O0adOYyjBjGUVPzxELCgqaUJWcPpBKpbh69SqWL1/OVFqpVs6NlGcRCARwc3NDQ8NgOW5zczM4HA4qKytHvSBgi9u8TnxzvR4A8EHSXHhM0+ziQalUIisrC9XVg0ZZXC5X6wsP2oZWdaAh24wVDuPxeLC0tGRO5eMNStQFWkhou2s2n2N+fj42bNiA9957Dzt37nzohQQAOJS+M6VaolQqIZPJxvwdOlavVCoREREBGxsblJSUwMLCAsHBwVo9Hhv5EbqCTCgUIiwsjBV/B4lEwlSGdXR0MAllLpdrsARnXV0dqqurERISMqo96/nz5zEwMICVK1fqdLWsKwMDA0hLS0Nrayt8fX2xefNmrV6jEydOYNu2bThz5gzkcjksLCzg4eGht7xWt0iG9YfuoLVHgk3hXng/SbNx5AqFAmfOnEFFRQU4HA7WrVuH+fPna/XYvb29yMvLg4+Pj96soMdDqVQygxKFQiFkMpnaoMSJnsqlUinu3r3LNAez+RyLioqQkJCAN954A6+//joRkv/D6E4m49HT08PEsVUTorqMoWdDSGQyGVPNFBsby9poFGtra/j4+MDHxwdyuRxtbW0QCAS4e/cuLC0t4e7uDi6Xi+nTp+t9XD3t/Nja2jquGVJtbS16e3uxdOlSva5Jle7ubhw/fhydnZ2wtbXF8uXLtX4v6QsYsViM8PBwWFlZqeW12JwbRlEU3jtbjtYeCXxdbPHGGs0MkmQyGTIzM1FbWwtzc3MkJSVhzpw5Wj02bU3t6+uL2bOHTyGeLOiJxvQYk76+PrVw2LRp05hTi7bhMFUhYftEUlJSgqSkJPzxj38kQjIEoxOTsd4cPp+Pe/fuYfbs2cNi9ebm5uOeaFRhI9E+MDCAwsJCpmJrIhVkY2FhYaHWuEd3hN+/fx8URcHNzY0Z7cL2FbRCoUBxcTH6+voQHR09brhNG+teNqC72vv6+uDo6IjNmzfr5EXe0tICAIiJiWH+ns5r0RsdnWehG1N1nRuWea8V5x8IYWHGwV/Wz4e91fifG7lcjrS0NDQ0NMDCwgKpqala2712dXWhoKAAs2fP1mjMzWShGn6cPXs2JBLJsHCYanXYWBdPdImzg4MDFixYwOqFVllZGRITE/Ef//Ef2L17NxGSIRidmIwEPQuppqYGISEh8PT0HPY7mlr3spVo7+zsRFFREby8vPQWcx4J1XEi9Ewp1blK9NWcqsOhrtADKSmKQnR0tEZX5PTrMBliotrV7ubmhk2bNmk9fZmiKOzbtw83b96ElZXVMCEautGN1M9CnxI1mRtW3yHCf/88WAa8K84fITM0MwkzNzeHh4cH+Hw+Nm7cqHW+qqOjA4WFhZgzZ47Rj/SwtrbGjBkzMGPGDGbsv1AoRGlp6ZinRFpI7O3tWXO5pKmqqkJiYiK2bduG999/nwjJCBi9mCgUCty/fx9dXV2IjY0dtRNYkzDXUA8SXRLtwOBV7IMHDxAUFGTQLybtAkc7wQ2tVHJ2dmauoLUNv9FOlKrj4zVhsk4mSqUSFy5cgEQigbe3NzZs2KC1zwbt06FUKiGXyzWK06v2s9DhR03nhsn+rwx4QKpAtO90PLtU89llHA4HcXFxCA8P1zoX1dbWhnv37mHu3Lnw9vbW6m8NDT32383NjanGEwqFaGhoYKrx3N3dMX36dJSWlmrcK6MNtbW1SExMxObNm7Fnzx6TckGdTIxaTMRiMfMlXbJkyZhf9qGzuYaimh/hcDg6fSAoikJ1dTUaGhoQFhamUzhFXwytVBKJRBAIBIx/haOjIyMs49mt9vT0ME6U2o7lniwxMTMzQ2pqKm7evInHH39c61MYPV6dHhOvqZioMjT8OLR/aOgV9JfX6nCvqQfTbCywJ3UezM3Gfl17e3vx66+/4rHHHoOFhQUzPUEbBAIB7t+/jwULFox4ojclRguH8fl8VFVVwczMDM7Ozujs7ISzszMrm359fT0SEhKQkJCAv/3tb0RIxsDoxITeuOj4rpubm0axz7FOJmx1tNMmQdHR0Ubvf21rawtfX1/4+vpCKpUylWE1NTWwsbFhKsOGhmboq1g6rq6LURCgHzGhKArt7e1M456Li4tOw/TkcjmKioogl8sRFRWF69ev6yQmqgztHxqaZ+ErHXDolggA8G5CMLycxj4pdnZ24vjx4+ju7gaAYdNnNaG1tRUlJSUICQmZki6e1tbW4HK5zFRjb29vtLe3o6SkBHK5fMJFE83NzUhMTER8fDwOHDhAhGQcjE5MgMEwUnFxMQIDAzWu8x9NTNgQEolEgqKiIgCDCVpT83awsrJiYtByuRzt7e0QCATIz89n7Ee5XC5EIhHKy8sndBVLf+HYrjinKArZ2dkoKCjAhg0btE4+00ilUhQUFMDCwkJtcrBCoWDtfR16BS3s7sOWbwqgpIAYdyWcuqtQWdkNd3d3ODk5DftMtrW14dixY+jv78f06dPVxuVrSlNTE8rLyxEaGsraBGdjQyaTMfPEQkJCYGZmBi6Xi7lz5zLji4aGw9zd3WFvbz/uPtDa2oqEhAQsXboUhw4dMoqRMMaO0YmJXC5HdXU1wsLCRu1lGImhCXg60U4PHdRVSOixIfQoBlP/UNH9Ex4eHszoC4FAwDg/uri4gMPhML0W2rJ161adw4ijoVAo8PPPP6O0tBTA4FW7LmJCh03t7e2ZzYdmoieTsdh7pR78PjlmOttg/zPhkPR1QyAQoKCgYFiepa2tDcePH4dIJIKbmxs2b96s9Sm4oaEBlZWVCAsLm5JTqoF/CYmNjc2w91K1GZhuTqVzWzU1NbC2tlZrlhz6WRUKhUhKSkJ4eDi+/fZbg33nP/74Y6Snp6OsrAy2trZYunQpPvnkE6176SYLoxMTCwsLLF++XOu/Uz2ZsJVob2trw/37941+bIiu0DHm1tZWWFhYYN68eejr69Pa9EsVtsujaV95Ho8HMzMzPPHEEzpZntKOm/S8NNX3khZPfYjJ6futOHOfD3MOB5+kzsd0exvA3oYRc7oar6ysDB0dHaipqYFcLgeXy2XsgLWBx+OhtrZWzQFyqkGPyre2th5xwvFQbGxsmJ4thUKBjo4OCIVClJSUQKFQwNXVFb29vQgICIClpSWSkpIwd+5c/Pjjj3or99eEq1evYufOnYiOjoZcLsdbb72F1atX48GDBxOyHtcXRicmwOAmp23MnRYTTTxINKG+vh6VlZWYP38+4w8+1aDHx0skEjUveroyTCgUMqZftFfIUNMvfTIwMID09HS0tLTA0tISycnJOjXadXd3o6CgYNSOb19fX9jY2IxZwKELTV0ifHBucGrxCyt8ETZTvdlTNc8ye/ZsfPXVV5DL5Zg2bRo8PT1RXFzMvObj9bPQ5mT19fWIjIwcterR1KGFxMrKCqGhoVp/v+mwLl1aT4fDPvnkE5w6dQpeXl5wdHTEn//8Z4MKCQBkZWWp/fvw4cPgcrnIy8vDihUrDLSq0TFKMdEFc3NzpsQT0P00olQq1bq9p+rVHT2SxtLScsSGS9WZSqOZfnG53GHdybdu3WLGykxkdpdIJMJPP/2Ejo4O2NraYsOGDTqVtba3t6OoqAgBAQGjNupt3rwZZ86cQVtbm87rHYpcqcQbGaXokygQ7jMNzz8ydpOgpaUlUlJScOfOHaxbtw5KpZLpZ6mqqmL6WUbKs1AUhaqqKjQ3NyMyMlLrXhtTgfaV0VVIhqIaDvviiy8gFAohFovB5XKxePFizJgxA++//z62bt3K0jOYGHQxhrGGLqeUmABATU0NPDw8dPpC0VfqYrEYsbGxk3YFPtnQIR967LgmYQJVrxB6k+PxeExFDZfLhZOTE+rr68Hj8eDv7z8hMbGxsYG3tzdkMpnOXe18Ph/FxcWYN2/euEJEG5ixxde/1CO/oRv2Vub4ZP18WIzyGovFYuZESBdJ0Kj2s9BFE0PzLM7OzqiurmY86Y0x/MEGcrmcufhhQ0hU6evrw8aNG2FjY4OLFy/C1tYW/f39uHz5stFEJZRKJV555RUsW7ZMbXq0MWGUYqLNiYJOtHM4HISEhKC1tRV1dXWMf4imgxFFIhEKCwthbW2N6Ohok/EV0Ra6c1/XIX+WlpaMd4VCoWBGuxQWFoLD4TB9G7pOcKbhcDhYs2YNBgYGdCrDbmxsZLxMNCnkkEgkrF08FDV24+BVHgDgnXVB8HEe+X7v37+PnJwcbNmyZcwp00OLJlTzLBKJBBwOh4n3T0Xkcjny8/NhYWGhUY5EGwYGBrB582ZYWFggMzOT+QzY29sjOTmZtceZKDt37kRxcTF++eUXQy9lVIxSTDRlaKLdw8MDnp6eUCgUwwYjcrlceHh4jFiK2d3djcLCQnC5XAQHB0/ZenK2x8ebm5szgk1vcnV1dQAG5xgBg+PRVU2oxqKqqgplZWVYt24dzMzMYGZmprWQ0B43PB4P4eHhcHZ2HvdvDhw4gKqqKoSGhmr1WCPRL5Hj9YxSKCgKCQu5SAoZWSTy8vJw5coVAIOvlSaWBcC/8izTp0+HVCpFV1cXM2alqqoKTk5OGudZTAFVIaF96dlCJBLhN7/5DeRyOX7++Wej7R3btWsXzpw5g9zcXKOzfVDFZMVkrEQ7PcfIw8ODqd4QCATM1TO9ATo7O0MgEODBgwcIDAzEzJkzp1zFFk19fT2qqqrGHB8/EehNbtq0aeDz+Zg1axbs7OxQU1MzrDJspHDS/fv3cf78eVAUhRkzZiA8PFzrNahON46KitI41CmRSCCVSlkJc310vhINnSJ4OVnjnXUjz2y7efMmrl27BgCIiorSOpmqVCqZ4ZsxMTHMulXnho2XZzEF6NCWubk560IikUjw29/+Fj09Pbhw4YJRFixQFIUXX3wRGRkZyMnJ0bm3arIwSTHRphFRtXpDta+iuLgYcrkcFEXBz88PPj4+Jvdl0wR6g21paRl3fDwb0KJuZWWFwMBABAYGMm57I5l+2dra4vbt28jNzQUALFy4UKcTglKpxIMHD9DV1aXRdOOhsNG0mPVAgIzCVphxgE9S52OajXrYiaIoXLt2Dbdu3QIALF26FEuXLtXqc6dQKJgKvKioKLU1D50bRocgR+pnMfZ+KVpIzMzMEBYWxup6pVIpnnnmGfD5fFy6dMloi2x27tyJI0eOIDMzE46OjmhtbQUAODk5GWU+1yjFZKwv10Q62mlLUWdnZ8jlcnR0dMDV1RUtLS2or69nwgNubm5G/2XTBNURMDExMZMS9hhpNpe9vT3s7e3h5+enZvpVWVnJOEsCQHR0NB599FGtRZ0eBioSiRAdHa3TCUMul0/Ii6alW4z3zpQDAJ5f7oso3+lqP6coCpcvX0ZBQQEAIC4uDtHR0Vo9hkKhYMbAREZGjpkjGSvPIpVKmaY9NvxZ2EafQiKTyfDss8+irq4OV65cMdrKKAD44osvAAx+VlT57rvvsH379slf0DgYpZiMBhseJPRYdaVSicWLF8Pa2pqpNxcIBEzDnqurKzw8PODm5maSiU2ZTIbCwkJQFDWpI2DGm81Fm355eXnh7NmzjJD4+PjA3Nwc5eXlWpl+qT7PqKgond6riTYtKpQU/vNkKXrEcoR4O+KFFX7Dfod2FgSAxx9/HGFhYVo9hlwuZ55nRESEVj0Qqv0sQUFBwybv0nkWetSIIVEoFEw4mm0hkcvl+MMf/oDS0lJkZ2cb/ZgZIzPBHReTEJOhiXZdhaS/vx8FBQWMlSf9QR3qxU6Pcq+rq0NJSQkT7+dyuUZ3FTcSIpEIBQUFsLOzU3OjnAwef/xxrFq1atzNrqOjA9XV1UxX+9y5c5nO5Hv37gEAs8GNZvpF98rQfQcTeZ5yuVzn9/a7X+txu64Ltpbm+MuG+bA0Hy6C5ubmSE1NRWNjo9aNl3R/hbm5OcLDwyf0PMfyZzF0nkWhUDAnt4k+z5Hue9euXcjPz0dOTo7GBQ8EzTFKMRnakMVGR3t7ezvu3buHmTNnjlsSSzfszZ49GwMDA0wopqysDNOnT2eEhS2LXjbp7e1Ffn4+M/BusvNAmm7I7u7uSElJAQBmc6U3sXnz5jHj3FVNv+gQpKWlJUQiEfLy8uDk5MSKo55CodDpZFLS3IvPsmsBAG+vnQNfl3+FEmUyGcrKyhgPcisrK62FRCqVqo0OYfvCwFjyLPSJBGBfSOgejevXryM7O9vkPF1MBaMUExrVE4mupxFgsOegvLxco+a1odjZ2cHPzw9+fn4Qi8UQCATMJqeaSDaGMkxaMOn1GltBQXd3NyQSCTMOfbSNVdX0iw7LqJ4Up02bhr6+PnC5XFY8vumeGW0vDgakCryWUQK5ksLqee5YH/qvSctSqRQZGRmor69HX18flixZovW6JBIJY0HLtuHTSIyWZykvL4dEIoGrqysj6Gye0GkhUSqViIiIYF1IXnvtNVy+fBnZ2dmYNUtzQzKCdnAoIwzMKZVKSKXSCY+OpygKlZWVaG5uRmhoqEY9B5pCe4Tw+Xx0dHTA3t4eHh4e4HK5Go24Zpvm5maUlpYafJZYWVkZ6urq4O/vj6CgIOZ22qtdqVRi69atOr8XdFe7lZUVJBIJY/pFv+664uTkhE8//RTPPfecxn/z7plyHM9vhoejNTL+IxrTbQfzNWKxGCdOnEBLSwusrKywYcMGrR05xWIxc/LSZEqBPlF1OBQKhejt7WUtz6IqJOHh4azOw1IqlXjrrbeQkZGB7OxsBAYGsnbfhOEY5ckkJycHZmZmzIdLl41ZLpejuLgY/f39iI6OZj2xqOoRIpPJmCbJ2tpaxnyKHuuiT2GhB/zV1dUhPDzc4NUpzc3NuHfvHmxtbRkxUfVqd3V11XnDaGtrY5ouZ86cqZXp11goFAqtcyaXyoQ4nt8MDoA9qfMYIenv78fx48chFAphY2ODTZs2aS3uIpEId+/eHXHCsSHQV55F30Ly3nvv4fjx48jJySFCMgkYpZjk5ubib3/7G5ycnJCcnIzU1FTExsZqfPwVi8UoLCyEhYUFYmJi9F6NZWlpCS8vL3h5eWndfT8RlEolysrK0NbWplWTnj4ZWhpcVVWF06dPQy6X6+zVDgwapj148EDNuEtT06/xLFwlEgkAaBzmEvRK8OfTg2XA/750FmL9B09Zvb29OHbsGDo6OmBnZ4ctW7Zo3SDa39+PvLw8ZhqDoYVkJNjIs9BlzgqFQuvqtPGgKAoff/wxfvzxR1y5csVo/T+mGkYpJu+99x7eeOMNXLx4EWlpadiyZQtsbGyQlJSE9evXY+nSpaN++Hp6elBYWMhc1U12eEC1+16pVDIb3Ejd9xNZm1wux/379yEWi9XGxxsaVTFR7WqfPXs2kpOTdRJ2unt/LNfA0Uy/iouLoVQqmQ1upB6ir776CoBmpZhKisJbmaXoEskw38sBL64c7EqWy+X45z//ia6uLjg6OmLLli1anxL7+vqQl5cHb29vBAYGGqWQDEWXPItqv4w+hOSvf/0rDh06hMuXL+vkfUPQDaMUE2DQwzw5ORnJycmQSqW4fPky0tLS8PTTT4PD4SAxMRGpqalYsWIF8yH99ddfIRKJdPYvZxvVqzT6i0bH/CmKYq6cta2UkUgkKCwshLm5uc69FfqCFpOOjg7k5eUBABYsWIA1a9ZonVilKAo1NTWor6/XyuyJbk51dXXF3Llz0d3dzYRk6B4i+n2xsrJiRntr8jr+eKsRN2o6YWNhhr+snw+r/ysDtrCwQGxsLG7fvo3NmzdrPWmgp6cH+fn5mDVrFvz9/Q3+2dUFTfpZ3Nzc0N7eziTb2RaSzz77DPv378fFixdZmbVG0ByjTMCPhUwmQ25uLo4fP47MzExIJBIkJCSAw+HgxIkTuHLlChYtWmToZY4JRVHo7h60buXz+ZDJZHBzc4OHh8e4OQW6V4atkli2uX79Om7cuIEFCxago6MDM2fOxIoVK7TeHCmKQnl5OQQCASIiIlgZwkdRFDPaRSAQoLe3F9OnT0dmZib27duHo0ePIjExcdS/L2vtw5Pf3IVMQeHdhCA8GTmDmVhNI5PJtBb3rq4uFBQUwN/fH35+fro+PaOGroSsqamBTCaDnZ0dM6uNjfAvRVH48ssv8cEHHyArKwuLFy9maeUETTE5MVFFoVAgOzsbL7/8MqqrqzFr1ixEREQgNTUV8fHxRlGuOx6q3fcCgQAikYgJDbi7u6ttTF1dXSgsLMSMGTOMNgxSVFSEW7duobe3F/7+/ggODkZAQIBWYTilUsmMgYmIiNDbHCI6kXzw4EF8/vnn+Mtf/oK1a9fC3d19mOmXWKbA5q/volo4gMeC3fD5loVobm5GTk4O1q9fr/NnraOjA4WFhZgzZ47WFV+mhFKpRFFREaRSKRYtWoSenh4miW9mZsb0EenSz0JRFL799lvs3r0bZ8+e1cn2mzBxTFpMOjs7sXHjRnR2diIzMxONjY04ceIETp48CaFQiNWrVyM1NRVr1qwx2vHSQ6F7KgQCAfr6+pjuew6Hg/LycpPYdC5evMg0oAGD4Y+ZM2ciKCgIgYGBY74XdDxdKpUiIiKC9YkDV69eRXZ2NmxsbGBtbQ1ra2ucPXsWOTk52LVrF2bMmAGxWAw7Ozt4eHhg6dKl8Pb2xodZlThypwluDlbI/I9o9AhbkJGRAZlMhtDQUKxevVrrtbS1teHevXsIDg5WM8WaaiiVSmY4ZUREhNoFkmqeRSgUMnkW1TDkWFAUhR9//BGvvfYaTp8+PWyOFWHyMGkxqa+vx/vvv4/9+/erbVBKpRJ5eXlIS0tDeno6GhsbER8fj9TUVKxdu1bvk3PZgu6+b2hogFgshr29PXx8fIy2+56GoihmkGNlZeUwO9wdO3aMWKpNjw2hB/zpw4P7+eefx//7f/8PFhYWjLHaaHPEACA+Ph6Pb/sj/l48+DU59FQIvM26kZmZCYVCAV9fX6SmpmotegKBAPfv3zd4X5C+oYVELBaPO5ySDkMKBAKN+lkoisI///lPvPzyyzh58iTi4+P1/XTGJDc3F3v37kVeXh5aWgYvNlJTUw26psnEpMVEE+iqohMnTiA9PR3V1dV47LHHkJKSgoSEBDg7OxtluAhQb7qcP38+JBIJ+Hw+urq6jK77fiw6OztRUVGByspKUBSFp59+mvnZlStXYG1tDV9fX9TV1cHe3l6v88Tu3Lmj1dXrd/97FPurnNAlkmOVDwePTmsDj8cDRVEICAhAcnKy1qLX2tqKkpIShISEMNMApiL0d08kEo0rJCMhFouZMnu63NrNzQ1NTU1YsWIFTp48iRdeeAHHjh3DunXr9PQsNOfnn3/G9evXERkZiQ0bNhAxmcpQFIXS0lKcOHECGRkZKCkpwaOPPoqUlBQkJSXBzc3NaISFNkDq6elBeHi42lWZarNee3s77O3tmV4WQ3Tfa4NcLmc2X4lEgoMHDzIWv3Z2dpg/fz6CgoLg7e2tt+cRHx+P27dvj2ktbG5ujtjYWPhv34tfqjsR7GGPd2KtcOXSJVAUBTc3N/j4+KjltzSZ7UXPeFu0aJHRT62dCBMVkqHQ/SzFxcXYunUrzM3NoVQq8eKLL2L37t1G5+/B4XCImDwsUBSFqqoqRlgKCgqwbNkypKSkIDk5GZ6engbblGUyGdPQFR4ePmYIRbX7vq2tTecucENAj48vLCxET0/PMA+UxYsXIyIigvXHzcrKwsaNG8f9vTcPHsNP9XawtjDDT9vDcO3sMXR1dWHRokV4/PHHIRKJGFHv6ekZ1zKX9qUPCwsz+KQCfUILycDAACIjI1nPe50+fRp//vOfMWfOHJSWlqKlpQWrV6/GV199pRcXUV0gYvKQQlEU6urqmBzLrVu3EBsbi5SUFKSkpEyqC6NYLEZ+fj5sbW21nhKr2n3f1tYGCwsLRlimT59udMLS0dGBoqIi+Pv7w9vbG7W1taisrER1dTWkUilWrVrFiMnAwACamprg5+c34atc2hOkqqpqxHyJubk5Ho1fg4bIXZAqlHj7iTn4txgfdHV14cGDB1iyZMmw11LV9Iue1UYLi6OjI+rr61FTU4Pw8HCjdfZjA/pE3d/frxchuXTpErZu3YqvvvoKTz31FCiKQklJCc6dO4c//elPRmNqR8SEAIqi0NTUhPT0dKSlpeH69etMuXFKSopep/H29vaioKAAbm5umDt37oR6SFS774VCIavd92xAd6ePVMkkl8tRX1/PhO2AwZLjCxcuwNLSEn5+fggKCsLs2bN1LkQ4cuTIqEMdzczMsOT179BIuSB+liX+Z9tyrd5z+rQoFArR1tYGDocDhULBPFdDv/b6Qt9CcvXqVWzevBl///vfmeZlY4WICUENiqLQ2tqKkydPIi0tDVevXsXChQsZYZkzZw5rH2h9jo+nyy/pJsmJdN+zQVNTE8rLy7Fw4UKNE9D37t3Dr7/+ip6eHuY2MzMzzJo1C0FBQZg3b55Wm5dMJsO8efPQ0tKidru5uTlCH0tBe8Tv8KhtEwI4fOa91ha6gKKxsRGurq7o7OwEAIO+9vpC30Jy/fp1bNy4Efv27cOzzz5r1EICEDEhjAFFUWhvb0dmZibTaR8UFISUlBSkpqZOaLorPT5eF78VbZlI9z0b8Hg81NbWIjQ0VOu8gWrJcUVFBdrb2wEMfnF37NjB5Ck07UI/ePAg3njjDbWZXJaWVvB47h941KUXcywG718Xm12KolBRUYHW1lZERkbCwcEBFEUxoi4UCiGVStVmVxnTWBxtoJtMe3t7ERUVxbqQ3Lp1C6mpqfjoo4+wY8cOoxcSgIgJQUPoTeHUqVNIT0/HhQsX4Ovri+TkZKxfvx4hISEahTIoigKPxwOPx8OiRYvg6uo6CatXf3xNu+/ZeKyqqio0NTUhIiIC06ZNm/B9dnR0oLKyEr29vWo9BkeOHIFMJsOcOXMQFBQEV1fXETegvr4+BAYGore3F8DgSYe7bDPWPLoU/had4HA4WLt2rdbDAimKYqY5R0ZGjpiMpz1CaGHp6+uDs7Mz89obcx+RKhRFobi4WG9CkpeXh+TkZLz77rt4+eWXjVpI+vr6UFVVBWDQLXLfvn1YuXIlXFxcHgpTLiImLNDT04MzZ84gPT0dWVlZ8PDwYIQlIiJiRGFRKpUoLy+HUChEeHi4UYyPH637nsvlTmiTUCqVKC0tRUdHByIiIlj3llFFLBbj4MGDaol1Z2dnzJkzB3PmzIGXl5fahvTBBx9gz549AABLa1s8+dI7CLSXwszMDElJSWoGX5pAURQePHiAzs5OREZGalyyKhKJmNe+u7sb06ZNY8Jh+ny9JgKd/O7p6UFkZKROtsdjUVRUhISEBLz55pt47bXXjFpIgEEfppUrVw67fdu2bTh8+PDkL2iSIWLCMv39/fj555+RlpaGs2fPwtnZGcnJyUhJSWE8WXp6epCVlQUfHx9EREQY5VWoSCQCn89XK3ulnSS1Wa9CoWBi6ZP1XAcGBlBdXY3KykrweDy1fpIFCxYwDW4dHR34t3/7N+Tm5jI/DwgIwJYnf4N/2/oU/P39tXpcOm/Q19c3oeeq2kfU0dEBW1tbRliMpdxb30JSUlKCtWvX4uWXX8bu3buN4jkTxoaIiR4RiUS4cOEC0tLScObMGdjY2GDNmjW4fv06PD09cfr0aZOIk9MDEQUCATo7OxmrXA8PjzG77+VyOeOkFxYWxnoIRBOkUilqamqYkuP4+HgsXLgQAJCQkIDc3Fy1UwyHw8GyZctw/vx5rR6HHhtCN+mx9VxVTb/a2tpgbm7OhMIMVZVHn766uroQFRXFupCUlZVh7dq1eP755/H+++8TITERiJhMElKpFN9//z3+9Kc/Ydq0aVAoFFi3bh3jyWIKogJo3n0vlUqRn58PKysrLFq0SO+JfU2Qy+UABr1HKisrx0yqFxUVaWz1Sg+nlMlkwwYZsomq6ZdAIBjX9Esf6FtIKisrsXbtWvz2t7/Fnj17pmwZ9VSEiMkkcfPmTSQmJuLZZ5/F+++/j2vXrjETjmUyGRITE5GSkoKVK1ey/gXVF6N13zs5OaGiogLTpk3DwoULjXJDOH/+PDZs2DDqz9PT07FmzZpx74c+fVEUxbqP+VjQVXm0sIvF4hFdDdl+TFpIIiMjWQ9Z1tbW4oknnmBKgI3xc0MYHSImk8SpU6dQV1eHF198Ue12hUKBa9euIS0tDRkZGejr68PatWsZTxZjmzk0GgqFAu3t7WhqamLCMd7e3vDw8DDK7ns2Tib0lGNzc3OEhYUZrGdkNNMvOhzGxmeInmvX0dGBqKgo1oWkvr4ea9asQUJCAg4cOECExAQhYmJEKBQK3Lx5kxGWtrY2rFmzBqmpqVi9erXRe7J0d3ejoKAAPj4+cHJyUuu+d3d3h4eHh1F039OkpKQgOztbLUFvbm6OlStXIjMzc8y/pcN41tbWWo+90Te0q6FQKERnZyccHByYqjxdBoHqW0iam5uxZs0aPPbYYzh06JDRfD4I2kHExEihPVnoQZSNjY14/PHHkZKSgnXr1rHSp8Em7e3tzNW8ak29ave9QCCAQqFgKpNcXV0Nugl3dnZi+/btuHTpEnNbfHw8Dh8+DGdn51H/TiKRID8/H3Z2dhr3FBkKmUymluOytrZmhEUTu1y6Z6a9vV0vQtLa2oq1a9di8eLF+Pbbb41KlAnaQcTEBKArhWhhqa6uxqpVq5CcnIzExESDh5H4fD6Ki4vHNXpS7b4XCASQSqWMXaubm5vBkvRVVVWorq5GQEDAuKEtsViMvLw8TJs2DQsWLDBqIRkKHYqkc1z0iZEe7TL0uagKiTY9M5oiFAqxbt06LFq0CD/++KNRFGkQdIeIiYlBJ0FpYXnw4AHi4uKQkpKCxMTESfdkaWhoQGVlJUJCQrQa/013gNO9LPrsvmcLkUiEvLw8ODs7Y/78+UaXB9IG1ROjUCiEXC5XS+Cbm5szTbVRUVGsC0l7ezsSEhIwZ84c/POf/zTK95ugHURMTBh6kCAtLIWFhVi+fDnjyeLh4aG3DY+iKNTW1qKuro6Vseq0XSufz1frvtfUdErf9Pf3Iz8/H+7u7ggODjZpIRnK0LE6AwMDsLa2hlwuR0REBOs2111dXUhMTISPjw9OnDhhkP4jAvsQMZki0HO+aE+W27dvY/HixYwny4wZM1jbAFWHGEZERLA+CmboaBFdu+/Zoq+vD3l5efDy8mJ1UrQxQne2C4VC2Nraoq+vb1zTL23o6elBcnIyXF1dkZGRYZTTHwi6YRJiwuPx8MEHH+DKlStobW2Ft7c3fvvb3+Ltt98mVzUjQFEUGhsbkZ6ejvT0dMaXmh6d7+vrq/OGqFQqmV6DiIgIvfvPSyQSRlhUu+8na2ZVb28v8vLyMHPmTMyePXvKC0lFRQUEAgET2hrJ9It+/R0cHLR6Pfr6+pCamgo7OzucPn3aZMreCZphEmKSlZWFo0eP4qmnnkJgYCCKi4vx3HPP4emnn8ann35q6OUZNbQnS0ZGBtLS0pCbm4uQkBBmdH5gYKDGG4JCocC9e/cgFosREREx6eGn0brvddnYNKG7uxv5+fnw8/PTek6XqUELCZ/PR1RU1IgXCUNNvywtLdVGu4z1+vf392Pjxo3gcDg4e/asUZS5Hzx4EHv37kVraytCQ0Px+eefIyYmxtDLMllMQkxGYu/evfjiiy9QU1Nj6KWYDBRFoa2tDZmZmUhLS8OVK1cQHByM5OTkcT1ZaL92AAgLCzN4wlQulzPC0tbWBmtrayYUxsYwxM7OThQWFiIgIGDKjw+nc2+tra2jCslQFAoFOjo6mAQ+MLrpl0gkwpYtWyAWi5GVlWUUE7KPHj2KZ555Bl9++SViY2Oxf/9+HD9+HOXl5RobthHUMVkx2b17N7KysnD37l1DL8UkUfVkSUtLw8WLF+Hn58eMzlcdgyIQCFBVVaWTL/1koFryKhQKYWFhwZxYdCmbpntmgoKC4OPjo6dVGwe6CMlI96HaSySTyTAwMIDGxkYkJydj165d6OzsxIULF1hP5utKbGwsoqOjceDAAQCD4duZM2fixRdfxJtvvmng1ZkmJikmVVVViIyMxKeffjqqjzdBO2hPlrS0NGRlZcHLywvJycmIiorCq6++ipdeegm7du0y+r4KpVLJXDELBAKtu++FQiHu37+PefPmjdkzMxWgDctaWloQGRnJSg6KLvk+c+YMPvroI9TV1cHOzg5//vOfsXXrVr07iWqCVCqFnZ0dTpw4oeaEuG3bNnR1dY07/YAwMgbdGd58801wOJwx/ysrK1P7m6amJjzxxBPYvHkzERIWmTZtGrZu3Yq0tDTw+Xx8/PHHePDgAbZt2wYul4vGxkbcunVLbfSIMWJmZgY3NzfMnz8fK1asYDrUS0pKcPXqVRQXFzOd+EPh8/m4d+8eFixY8NAISXNzM2tCAgyO8Hd0dMSmTZsQGhqKBQsW4PXXX8epU6cwa9YsrFy5Eoa+fm1ra4NCoYCHh4fa7R4eHmhtbTXQqkwfg7ac/ulPf8L27dvH/J3Zs2cz/9/c3IyVK1di6dKl+Mc//qHn1T28ODg4wMvLC7du3cLu3buxaNEipKenY9OmTbCzs2PMvpYuXWrUXctmZmZwcXGBi4sLgoODme77ioqKYd33QqEQpaWlWLRokVbNl6YIRVGorq5Gc3MzoqKiWK+Kk8vleP7551FWVoacnBxwuVzs3r0bAoEABQUFU7oi7mHGZMJcTU1NWLlyJSIjI/G///u/Rhe3n0pQFIVly5Zh27Zt+MMf/sDcLhaLcfnyZaSnpyMzMxPm5uZITEzE+vXr8cgjjxg8Ka8pQ7vvBwYGQFEUfH194e/vbzLPQxdoIWlqatKLkCgUCuzYsQO3b99GTk6OUZ7wSJhLP5iEmDQ1NSEuLg6+vr74/vvv1YTE09PTgCubushksjE3VZlMhpycHKSlpal5sqSmpiIuLs4outY1ob6+HlVVVfD09ERPTw/6+vrg7OzMJPBN5XloSnV1NRobGxEZGcl6ea5SqcRLL72E3NxcZGdnY+bMmazeP5vExsYiJiYGn3/+OYDBtc+aNQu7du0iCXgdMQkxOXz4MH73u9+N+DMTWP6URy6X45dffmHMvvr6+hgXyVWrVhltcxqPx0Ntba3ayJCRuu9pYTHW56Ep+haSV199FVlZWcjJyYGfnx+r9882R48exbZt23Do0CHExMRg//79OHbsGMrKyoblUgiaYRJiQjAdaE8WWlja29vVPFkmo2t9PCiKQk1NDRoaGhAZGTlq34Ohu+/ZpLq6Gg0NDYiKitKLkPznf/4nTp48iezsbI3tjg3NgQMHmKbFsLAwfPbZZ4iNjTX0skwWIiYEvaFUKnH37l1mEGVzczPjybJ27VqDeLIMrWLSdGOd7O57NqmpqUF9fb3ehOS9997DkSNHkJ2djeDgYFbvn2A6EDEhTApKpRJFRUXMIMqamhrEx8cjOTkZCQkJk+LJQlEUM1Y9IiJC59OFXC5HW1sb+Hy+Xrrv2YSe7DzWCUxXKIrCRx99hK+//hpXrlzBggULWL1/gmlBxIQw6ah6sqSnp6O0tBRxcXFITU1FYmIiXF1dWd+QVa1n2TR6Gtp9b25uzpxYxptXpW/0LSSffvopPv/8c1y5cgWLFi1i9f4JpgcRE4JBUfVkSU9PR1FREZYvX47U1FQkJSWx4smiVCpRUlKCnp4eREZG6m3s+dDuewCMsIzkZKhPeDweeDye3oTks88+w969e3Hx4kVERkayev8E04SIiR748MMPcfbsWRQWFsLKygpdXV2GXpJJQBtu0aGwO3fuYMmSJYwni7e3t9bColQqcf/+fQwMDEzqpGOKotDZ2ckIi0KhYAYhurq66rVPSt9C8sUXX+C///u/cf78eZKwJjAQMdED7777LqZPn47GxkZ88803REx0gKIoNDQ0ID09HRkZGbh+/TqioqIYYdHEk4UemS+RSBAREWEw7xuKotDT08M0SQ7tvmdzigBd7hwZGcl6gQNFUfjmm2/wzjvv4Ny5c1i2bBmr908wbYiY6JHDhw/jlVdeIWIyQSiKQktLCzIyMpCeno7c3FwsWrSIEZaRPFkUCgUKCwuhUCgQHh5uNF3tdPc9bVEsEong4uICDw8PuLu7T2iddXV1qKmp0ZuQ/Pjjj3jttddw+vRpxMXFsXr/pswPP/yAP/7xj2hublY7+aampsLR0RE//vijAVc3eRAx0SNETNiH9mQ5efIk48kyd+5cxuxr7ty56OzsxJ49e7B582aEh4cb9fyw/v5+Rlgm0n1fX1+P6upqvQnJTz/9hFdeeQWZmZlYtWoVq/dv6ohEInh5eeGrr77C5s2bAQzaNsyYMQMXLlzAypUrDbzCyYGIiR4hYqJf6LyEqifLrFmzIJfL4eLignPnzhmFo5+m6Np9TwuJaic/m5w4cQI7duzA8ePHsXbtWtbvfyqwY8cO8Hg8nDt3DgCwb98+HDx4EFVVVUZVKq5PjNucwojQZVw+Qb9wOBy4uLhg+/btOH36NIqLiyGRSKBQKFBRUYGlS5finXfeQV5eHpRKpaGXOy62trbw9fVFdHQ0HnnkEXh6eqKtrQ3Xr1/HzZs3UVtbi/7+frW/0beQnDp1Ci+88AKOHDlChGQMnnvuOVy4cAFNTU0ABi8kt2/f/tAICUBOJhojFArR3t4+5u/Mnj1bLclLTiaTR0tLC1atWoXQ0FD88MMPkEgkOHfuHNLS0vDzzz/DxcWFsSeOjo42qanTMpkMQqEQfD4fHR0dsLW1hYeHB5RKJTMSRh9Ccu7cOWzbtg0//PADNm7cyPr9TzUiIyOxadMmrF69GjExMeDxeEY97JJtjDeYbGS4u7tPeZ8LU8bGxgZPPfUU3nrrLZibm8PS0hJbtmzBli1bMDAwgPPnzyM9PR0bN26Evb0948myZMkSo86pAIClpSW8vb3h7e3NdN/zeDz09vbC2toafD4fAFjtvr948SK2b9+Or7/+mgiJhvz+97/H/v370dTUhPj4+IdKSAByMtEL9fX16OjowKlTp7B3715cu3YNABAYGGhSMfypiFgsxqVLlxhPFktLS8aTZfny5UZT9TUWjY2NqKysRGhoKORyOevd9zk5OdiyZQv+/ve/4+mnn36oQjUTobu7mxH8H374AU8++aShlzSpEDHRA9u3b8f3338/7Pbs7GxSUmlE0J4s9IRjhUKBhIQErF+/HnFxcQbrSxmLxsZGVFRUICIiAtOnT2duZ6v7/pdffsHGjRvxt7/9Dc8++6xRCokxNwU/88wzOHv27LAy4YcBIiYEAv7lyXL8+HGcPHkS/f39SEhIQEpKCuLj4/U2gkUbaCEJDw+Hs7PzqL+na/f9zZs3sX79enz00UfYsWOHUQoJYNxNwatWrcKCBQvw2WefGXopkw4REwJhCAqFAr/++itzYuno6MATTzyBlJQUg3myNDU1oby8fFwhGQrdfU/3skgkEri5ucHDw0Ot+z4vLw9JSUn4r//6L7z00ktGKySqGFOBS2dnJ3JycrBp0yY8ePDgoRzFT8SEQBgDpVKJO3fuMJ4sLS0tWL16NePJwvbsq5HQVUiGotp9LxAIcPbsWdy6dQvLli3DP/7xD7z99tt49dVXTUJIAOMSEz8/P3R2duKdd97Bq6++aujlGAQiJgSChiiVShQWFjKDKHk8nponi5OTE+sbcXNzM8rKyhAWFgYXFxdW77usrAxffPEFzpw5A4FAgMceewwbNmxAamoqvLy8WH0sfWBMYkIgTYsPJQcPHoSfnx9sbGwQGxuL27dvG3pJJoGZmRkiIiLw4Ycf4sGDB7hz5w4iIyPx+eefw9/fHxs2bMD333+P9vZ2sHGNpk8hAQZPKqdOncJzzz2HmpoaJCQk4KeffkJMTAwr69cG0hRs+pCTyUPG0aNH8cwzz+DLL79EbGws9u/fj+PHj6O8vBxcLtfQyzNJKIpCRUUFc2IpKirCI488wniycLlcrU8sLS0tKC0t1ZuQVFZW4oknnsAzzzyDjz/+WK3aa2BgAHZ2dqw/5liQpmDTh4jJQ0ZsbCyio6Nx4MABAIOhm5kzZ+LFF1/Em2++aeDVmT4URaGmpgZpaWnIyMjAnTt3sHTpUqSkpCA5OVkjTxZaSEJDQ+Hq6sr6Gmtra/HEE09g48aN2Ldv36SadrEJERPjwjQ/RQSdkEqlyMvLQ3x8PHObmZkZ4uPj8euvvxpwZVMHDoeDgIAAvP7667hx4wZqamqwYcMGZGZmYt68eYiPj8f//M//oK6ubsRQkr6FpL6+HuvWrUNSUpLJCkl9fT0KCwtRX1/PWA0UFhair6/P0Et7qCEnk4eI5uZmzJgxAzdu3MCSJUuY219//XVcvXoVt27dMuDqpjaqnixpaWm4du0aQkNDGU+WgIAAfPPNN2hubsbOnTv1IiTNzc1YvXo1Vq1ahUOHDpmkkACkKdhYMc1PE4FgYnA4HHh7e2Pnzp24fPkympqa8Pzzz+OXX35BVFQUYmJi8MYbb8Dd3V0vOZLW1lasW7cOjzzyCL788kuTFRJgMLxFUdSw/4iQGBbT/UQRtMbNzQ3m5ubMYEAaPp8PT09PA63q4YPD4YDL5eL5559HVlYWDh06hKqqKkRHR+Ptt99GdHQ0PvjgAxQXF7MyOl8gECAxMRFRUVH45ptvTGpiMsF0IGLyEGFlZYXIyEhcvnyZuU2pVOLy5ctqYS/C5JGRkYFdu3YhIyMDubm54PP5eOutt1BeXo64uDiEh4fj3XffRX5+vk7C0t7ejuTkZMyfPx/ff/+90U9IJpguJGfykHH06FFs27YNhw4dQkxMDPbv349jx46hrKwMHh4ehl7eQ8fdu3fB5/ORkJAw7Ge9vb04d+4c0tPTce7cObi5ual5sowXqurs7ERSUhJmzpyJ48ePG+XgSsLUgYjJQ8iBAwewd+9etLa2IiwsDJ999hliY2MNvSzCGNCeLGlpaThz5gwcHR2RlJSE1NRULFmyZFjoqru7GykpKXB1dcXJkycfugm2hMmHiAmBYGLQnixpaWk4deoUrKysGE+WZcuWQSwWY/369bCzs8Pp06fH9I8nENiCiAmBYMLIZDJkZ2fjxIkTyMzMhFwuh5WVFQICAnD+/HmDTDgmPJwQMSEQpghyuRwXL17Eu+++i6ysLL2UGBMIo0HEhEAgEAgThpQGEwgEAmHCEDEhGDW5ublISkpiBiSePHnS0EsiEAgjQMSEYNT09/cjNDQUBw8eNPRSCATCGJB2WIJRs3btWqxdu9bQyyAQCONATiYEAoFAmDBETAgEAqvweDw8++yz8Pf3h62tLQICAvDuu+9CKpUaemkEPULCXAQCgVXKysqgVCpx6NAhBAYGori4GM899xz6+/vx6aefGnp5BD1B+kwIJgOHw0FGRgZSU1MNvRSCluzduxdffPEFampqDL0Ugp4gYa4pgFAohKenJz766CPmths3bsDKykpt3DyBYCi6u7tJR/4Uh4S5pgDu7u749ttvkZqaitWrVyM4OBhPP/00du3ahVWrVhl6eROir68PVVVVzL9ra2tRWFgIFxcXzJo1y4ArI2hKVVUVPv/8cxLimuKQMNcUYufOnbh06RKioqJw//593Llzx+RHj+fk5GDlypXDbt+2bRsOHz48+Qt6iHnzzTfxySefjPk7paWlmDt3LvPvpqYmPProo4iLi8PXX3+t7yUSDAgRkymESCTCwoUL0dDQgLy8PISEhBh6SYQphFAoRHt7+5i/M3v2bMaEq7m5GXFxcVi8eDEOHz5s0r7zhPEhYa4pRHV1NZqbm6FUKsHj8YiYEFjF3d0d7u7uGv1uU1MTVq5cicjISHz33XdESB4CyMlkiiCVShETE4OwsDAEBwdj//79uH//PrhcrqGXRnjIaGpqQlxcHHx9ffH999+ruUB6enoacGUEfULEZIrw2muv4cSJEygqKoKDgwMeffRRODk54cyZM4ZeGuEh4/Dhw/jd73434s/IdjN1IWIyBcjJycHjjz+O7OxsLF++HMBgF3JoaCj27NmDF154wcArJBAIUx0iJgQCy3z88cdIT09HWVkZbG1tsXTpUnzyyScIDg429NIIBL1BsmIEAstcvXoVO3fuxM2bN3Hx4kXIZDKsXr0a/f39hl4agaA3yMmEQNAzQqEQXC4XV69exYoVKwy9HAJBL5CTCYGgZ7q7uwGAjBMhTGnIyYRA0CNKpRLJycno6urCL7/8YujlEAh6gzQtEgh6ZOfOnSguLiZCQpjyEDEhEPTErl27cObMGeTm5sLHx8fQyyEQ9AoREwKBZSiKwosvvoiMjAzk5OTA39/f0EsiEPQOERMCgWV27tyJI0eOIDMzE46OjmhtbQUAODk5wdbW1sCrIxD0A0nAEwgsw+FwRrz9u+++w/bt2yd3MQTCJEFOJgQCy5DrM8LDCOkzIRAIBMKEIWJCIBAIhAlDxIRAIBAIE4aICYFAIBAmDBETAoFAIEwYIiYEAoFAmDBETAgEAoEwYYiYEAgEAmHCEDEhEAgEwoQhYkIgEAiECUPEhEAgEAgThogJgUAgECbM/w+gtrPIUeszTgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw3d(\n",
    "    Points3D((2, 2, 2), (1, -2, -2)),\n",
    "    Arrow3D((2, 2, 2)),\n",
    "    Arrow3D((1, -2, -2)),\n",
    "    Segment3D((2, 2, 2), (1, -2, -2)),\n",
    "    Box3D(2, 2, 2),\n",
    "    Box3D(1, -2, -2)\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-07-31T14:30:03.025273Z",
     "start_time": "2025-07-31T14:30:02.950828Z"
    }
   },
   "id": "7a8ceb337b23c058",
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 练习3.1\n",
    "draw3d(\n",
    "    Points3D((-1, -2, 2)),\n",
    "    Arrow3D((-1, -2, 2)),\n",
    "    Box3D(-1, -2, 2)\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-07-31T14:30:03.101828Z",
     "start_time": "2025-07-31T14:30:03.040686Z"
    }
   },
   "id": "81390304491fa3b",
   "execution_count": 5
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(1, 1, 1), (1, 1, -1), (1, -1, 1), (1, -1, -1), (-1, 1, 1), (-1, 1, -1), (-1, -1, 1), (-1, -1, -1)]\n",
      "[((-1, 1, 1), (1, 1, 1)), ((-1, 1, -1), (1, 1, -1)), ((-1, -1, 1), (1, -1, 1)), ((-1, -1, -1), (1, -1, -1)), ((1, -1, 1), (1, 1, 1)), ((1, -1, -1), (1, 1, -1)), ((-1, -1, 1), (-1, 1, 1)), ((-1, -1, -1), (-1, 1, -1)), ((1, 1, -1), (1, 1, 1)), ((1, -1, -1), (1, -1, 1)), ((-1, 1, -1), (-1, 1, 1)), ((-1, -1, -1), (-1, -1, 1))]\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 练习3.2\n",
    "pml = [1, -1]\n",
    "vectices = [(x, y, z)\n",
    "            for x in pml\n",
    "            for y in pml\n",
    "            for z in pml\n",
    "            ]\n",
    "print(vectices)\n",
    "edges = [((-1, y, z), (1, y, z))\n",
    "         for y in pml for z in pml] + [((x, -1, z), (x, 1, z))\n",
    "                                       for x in pml for z in pml] + [((x, y, -1), (x, y, 1))\n",
    "                                                                     for x in pml for y in pml]\n",
    "print(edges)\n",
    "draw3d(\n",
    "    Points3D(*vectices, color='blue'),\n",
    "    *[Segment3D(*edge) for edge in edges]\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-07-31T14:30:03.174914Z",
     "start_time": "2025-07-31T14:30:03.111022Z"
    }
   },
   "id": "2de143f87ee0c667",
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 3.2 三维空间中的向量计算"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "da4113af2d475d75"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "def add(*vectors):\n",
    "    by_coordinate = zip(*vectices)\n",
    "    coordinate_sums = [sum(coords) for coords in by_coordinate]\n",
    "    return tuple(coordinate_sums)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-07-31T14:30:03.178599Z",
     "start_time": "2025-07-31T14:30:03.174207Z"
    }
   },
   "id": "82d72d28631b8fe9",
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-07-31T14:30:03.191097Z",
     "start_time": "2025-07-31T14:30:03.178613Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 函数拆解1\n",
    "list(zip(*[(1, 1, 3), (2, 4, -4), (4, 2, -2)]))"
   ],
   "id": "aa33c2103e787815",
   "outputs": [
    {
     "data": {
      "text/plain": "[(1, 2, 4), (1, 4, 2), (3, -4, -2)]"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-07-31T14:30:03.192063Z",
     "start_time": "2025-07-31T14:30:03.187190Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 函数拆解2\n",
    "[sum(coords) for coords in [(1, 2, 4), (1, 4, 2), (3, -4, -2)]]"
   ],
   "id": "aaf47f72f49567ae",
   "outputs": [
    {
     "data": {
      "text/plain": "[7, 7, -3]"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "### 计算长度\n",
    "计算三维向量的长度的思路：先计算x和y的长度，然后用计算出来的长度和z的平方和开方。\n",
    "\n",
    "`sqrt(sqrt(x**2+y**2)**2+z**2)`,该公式可以简化为：\n",
    "\n",
    "`sqrt(x**2+y**2+z**2)`"
   ],
   "id": "a5e9b87d04de3546"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-07-31T14:30:03.243447Z",
     "start_time": "2025-07-31T14:30:03.193603Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from math import sqrt\n",
    "\n",
    "\n",
    "def length(v):\n",
    "    return sqrt(sum([coord ** 2 for coord in v]))\n",
    "\n",
    "\n",
    "# 3**2=9,4**2=16,12**2=144;9+16+144=169;169开方=13\n",
    "length((3, 4, 12))"
   ],
   "id": "9efd28993f2c95cf",
   "outputs": [
    {
     "data": {
      "text/plain": "13.0"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 3.2.6 练习"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "7c0db04a9937ca90"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "(3, 0, 4)"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 练习3.3\n",
    "# def add(*vectices):\n",
    "#     return tuple(map(sum, zip(*vectices)))\n",
    "\n",
    "add((4, 0, 3), (-1, 0, 1))\n",
    "# tuple(map(sum, zip((4, 0, 3), (-1, 0, 1))))\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-07-31T14:37:03.431740Z",
     "start_time": "2025-07-31T14:37:03.422065Z"
    }
   },
   "id": "20ef2fdd49c3e90f",
   "execution_count": 26
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw3d(\n",
    "    Arrow3D((4, 0, 3), color='red'),\n",
    "\n",
    ")\n",
    "draw3d(\n",
    "    Arrow3D((4, 0, 3), color='red'),\n",
    "    Arrow3D((-1, 0, 1), color='blue'),\n",
    "\n",
    ")\n",
    "draw3d(\n",
    "    Arrow3D((4, 0, 3), color='red'),\n",
    "    Arrow3D((-1, 0, 1), color='blue'),\n",
    "    Arrow3D((3, 0, 4), (4, 0, 3), color='blue'),\n",
    "\n",
    ")\n",
    "draw3d(\n",
    "    Arrow3D((4, 0, 3), color='red'),\n",
    "    Arrow3D((-1, 0, 1), color='blue'),\n",
    "    Arrow3D((3, 0, 4), (4, 0, 3), color='blue'),\n",
    "    Arrow3D((-1, 0, 1), (3, 0, 4), color='red'),\n",
    "\n",
    ")\n",
    "draw3d(\n",
    "    Arrow3D((4, 0, 3), color='red'),\n",
    "    Arrow3D((-1, 0, 1), color='blue'),\n",
    "    Arrow3D((3, 0, 4), (4, 0, 3), color='blue'),\n",
    "    Arrow3D((-1, 0, 1), (3, 0, 4), color='red'),\n",
    "    Arrow3D((3, 0, 4), color='purple')\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-07-31T14:51:03.971185Z",
     "start_time": "2025-07-31T14:51:03.508095Z"
    }
   },
   "id": "4379a0854e4a50a0",
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-01T05:55:20.201681Z",
     "start_time": "2025-08-01T05:55:20.198725Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 练习 3.4\n",
    "verctors1 = [(1, 2, 3, 4, 5), (6, 7, 8, 9, 10)]\n",
    "list(zip(*verctors1))"
   ],
   "id": "bce1eadee1e16bd3",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(1, 6), (2, 7), (3, 8), (4, 9), (5, 10)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-01T05:55:16.556124Z",
     "start_time": "2025-08-01T05:55:16.553027Z"
    }
   },
   "cell_type": "code",
   "source": [
    "verctors2 = [(1, 2), (3, 4), (5, 6)]\n",
    "list(zip(*verctors2))"
   ],
   "id": "c9a78ee2c82479eb",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(1, 3, 5), (2, 4, 6)]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-01T05:56:41.078946Z",
     "start_time": "2025-08-01T05:56:41.073954Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 练习4.5\n",
    "[t for t in range(0, 24)]"
   ],
   "id": "1517a93e6d938bac",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0,\n",
       " 1,\n",
       " 2,\n",
       " 3,\n",
       " 4,\n",
       " 5,\n",
       " 6,\n",
       " 7,\n",
       " 8,\n",
       " 9,\n",
       " 10,\n",
       " 11,\n",
       " 12,\n",
       " 13,\n",
       " 14,\n",
       " 15,\n",
       " 16,\n",
       " 17,\n",
       " 18,\n",
       " 19,\n",
       " 20,\n",
       " 21,\n",
       " 22,\n",
       " 23]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## 3.3 点积\n",
    "\n",
    "如果两个向量垂直，则向量的点积为0，如果两个向量的夹角小于90°，则向量的点积为正；如果夹角大于90°，则向量的点积为负。\n",
    "\n",
    "点积计算公式：**对应坐标相乘，然后将乘积相加。**"
   ],
   "id": "46fa0d7cb57e5884"
  },
  {
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-04T12:46:48.865140Z",
     "start_time": "2025-08-04T12:46:48.852056Z"
    }
   },
   "cell_type": "code",
   "outputs": [],
   "execution_count": 37,
   "source": [
    "def scale(scalar, v):\n",
    "    return tuple(scalar * coord for coord in v)\n"
   ],
   "id": "cb0d79a37b78691f"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, 0), (3, 0), (0, -5)]\n"
     ]
    },
    {
     "data": {
      "text/plain": "0"
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "def dot(u, v):\n",
    "    return sum([coord1 * coord2 for coord1, coord2 in zip(u, v)])\n",
    "\n",
    "\n",
    "print(list(zip((0, 3, 0), (0, 0, -5))))\n",
    "# coord1就是u的x,coord2就是v的x；x、y、z依次推导\n",
    "dot((1, 0), (0, 2))"
   ],
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T12:37:42.136116Z",
     "start_time": "2025-08-04T12:37:42.083481Z"
    }
   },
   "id": "c4b74448bcc0af3",
   "execution_count": 34
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "0"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dot((0, 3, 0), (0, 0, -5))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-04T12:37:16.170826Z",
     "start_time": "2025-08-04T12:37:16.119016Z"
    }
   },
   "id": "b9e47316f090d1e9",
   "execution_count": 33
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "18"
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 向量越长，点积的绝对值越大，将任意一个输入向量乘以2，点积的输出就会翻倍\n",
    "dot((3, 4), (2, 3))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-04T12:46:56.684256Z",
     "start_time": "2025-08-04T12:46:56.661077Z"
    }
   },
   "id": "c442a9ca9a2e9aa7",
   "execution_count": 39
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "36"
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dot(scale(2, (3, 4)), (2, 3))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-04T12:46:54.773484Z",
     "start_time": "2025-08-04T12:46:54.718424Z"
    }
   },
   "id": "6bb5235dcf70d3f6",
   "execution_count": 38
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "36"
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dot((3, 4), scale(2, (2, 3)))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-04T12:47:28.081256Z",
     "start_time": "2025-08-04T12:47:28.038306Z"
    }
   },
   "id": "e247d947b8e73d0c",
   "execution_count": 40
  },
  {
   "cell_type": "markdown",
   "source": [
    "**这说明，点积的绝对值与其输入向量的长度成正比。** 如果取同方向两个向量的点积，那么 **点积就等于两个向量长度的乘积**。例如，(4,3)的长度为5，(8,6)的长度为10，所以二者的点积等于5·10."
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "cc21389173edac12"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "50.0"
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "length((4, 3)) * length((8, 6))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-04T12:59:59.535547Z",
     "start_time": "2025-08-04T12:59:59.492191Z"
    }
   },
   "id": "aa0e258e1db56f6",
   "execution_count": 42
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "50"
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dot((4, 3), (8, 6))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-04T13:00:15.818980Z",
     "start_time": "2025-08-04T13:00:15.749561Z"
    }
   },
   "id": "57949a54f4c58ae0",
   "execution_count": 43
  },
  {
   "cell_type": "markdown",
   "source": [
    "当然点积并不总是等于向量长度的乘积。向量(5, 0)、(-3, 4)、(0, -5)和(-4, -3)的长度都是5，但它们与原始向量(4, 3)的点积是不同的。（方向不同，点积不同）"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "6aaa1363122fcb0"
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 3.3.4 用点积测量角度"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "baf8e567f59d6061"
  },
  {
   "cell_type": "markdown",
   "source": [
    "点积是根据两个向量的夹角而变化的，夹角角度为0到180°时，点积`u·v`的取值范围是u和v长度乘积1到-1倍。\n",
    "\n",
    "`u·v = |u|·|v|·cos(θ)`"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "2c6161367d058994"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "1.5529142706151244"
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from math import cos, pi, acos\n",
    "\n",
    "3 * 2 * cos(75 * pi / 180)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-04T13:21:42.716045Z",
     "start_time": "2025-08-04T13:21:42.703126Z"
    }
   },
   "id": "c696f9bae5bb2ad4",
   "execution_count": 47
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "0.283794109208328"
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acos(24 / 25)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-04T13:21:44.477224Z",
     "start_time": "2025-08-04T13:21:44.467806Z"
    }
   },
   "id": "d6ccc1f223049003",
   "execution_count": 48
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "#利用点积计算出向量的角度\n",
    "def angle_between(v1, v2):\n",
    "    return acos(\n",
    "        dot(v1,v2)/(length(v1)*length(v2))\n",
    "    )"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-04T13:23:33.151660Z",
     "start_time": "2025-08-04T13:23:33.097554Z"
    }
   },
   "id": "fcbf3ed82e8395fb",
   "execution_count": 49
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 3.4 向量积：测量定向区域"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "da3117954ad9e918"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "# 没看懂"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "37bd273f9a56d566"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 3.5 在二维平面渲染三维对象"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "1d5f91694edecbd0"
  }
 ],
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